{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Image Augmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Image Augmentation augments datasets (especially small datasets) to train model. The way to do image augmentation is to transform images by different ways. In this notebook we demonstrate how to do image augmentation using Analytics ZOO APIs. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from zoo.common.nncontext import init_nncontext\n",
    "from zoo.feature.image import *\n",
    "import cv2\n",
    "import numpy as np\n",
    "from IPython.display import Image, display\n",
    "sc = init_nncontext(\"Image Augmentation Example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Create LocalImageSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createLocalImageSet\n",
      "[array([[[ 33.,  32.,  34., ...,  79.,  79.,  80.],\n",
      "        [ 33.,  32.,  34., ...,  78.,  79.,  82.],\n",
      "        [ 34.,  33.,  34., ...,  78.,  78.,  81.],\n",
      "        ...,\n",
      "        [ 82.,  47.,  43., ...,  42.,  42.,  42.],\n",
      "        [102.,  58.,  46., ...,  43.,  43.,  43.],\n",
      "        [112.,  66.,  48., ...,  41.,  41.,  42.]],\n",
      "\n",
      "       [[ 56.,  55.,  57., ..., 102.,  99., 100.],\n",
      "        [ 56.,  55.,  57., ..., 100.,  99., 102.],\n",
      "        [ 57.,  56.,  57., ..., 100.,  98., 101.],\n",
      "        ...,\n",
      "        [115.,  79.,  74., ...,  75.,  75.,  75.],\n",
      "        [133.,  91.,  77., ...,  76.,  76.,  76.],\n",
      "        [144.,  97.,  79., ...,  74.,  74.,  75.]],\n",
      "\n",
      "       [[ 94.,  93.,  95., ..., 118., 117., 118.],\n",
      "        [ 94.,  93.,  95., ..., 118., 117., 120.],\n",
      "        [ 95.,  94.,  95., ..., 118., 116., 119.],\n",
      "        ...,\n",
      "        [131.,  98.,  97., ..., 108., 108., 108.],\n",
      "        [148., 107.,  98., ..., 109., 109., 109.],\n",
      "        [157., 112., 100., ..., 107., 107., 108.]]], dtype=float32)]\n",
      "('isDistributed: ', False, ', isLocal: ', True)\n"
     ]
    }
   ],
   "source": [
    "# create LocalImageSet from an image\n",
    "local_image_set = ImageSet.read(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/test.jpg\")\n",
    "\n",
    "# create LocalImageSet from an image folder\n",
    "local_image_set = ImageSet.read(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/\")\n",
    "\n",
    "# create LocalImageSet from list of images\n",
    "image = cv2.imread(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/test.jpg\")\n",
    "local_image_set = LocalImageSet([image])\n",
    "\n",
    "print(local_image_set.get_image())\n",
    "print('isDistributed: ', local_image_set.is_distributed(), ', isLocal: ', local_image_set.is_local())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Create DistributedImageSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createDistributedImageSet\n",
      "PythonRDD[24] at RDD at PythonRDD.scala:48\n",
      "PythonRDD[25] at RDD at PythonRDD.scala:48\n",
      "('isDistributed: ', True, ', isLocal: ', False)\n",
      "('total images:', 1)\n"
     ]
    }
   ],
   "source": [
    "# create DistributedImageSet from an image\n",
    "distributed_image_set = ImageSet.read(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/test.jpg\", sc, 2)\n",
    "\n",
    "# create DistributedImageSet from an image folder\n",
    "distributed_image_set = ImageSet.read(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/\", sc, 2)\n",
    "\n",
    "# create LocalImageSet from image rdd\n",
    "image = cv2.imread(os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/test.jpg\")\n",
    "image_rdd = sc.parallelize([image], 2)\n",
    "label_rdd = sc.parallelize([np.array([1.0])], 2)\n",
    "distributed_image_set = DistributedImageSet(image_rdd, label_rdd)\n",
    "\n",
    "images_rdd = distributed_image_set.get_image()\n",
    "label_rdd = distributed_image_set.get_label()\n",
    "print(images_rdd)\n",
    "print(label_rdd)\n",
    "print('isDistributed: ', distributed_image_set.is_distributed(), ', isLocal: ', distributed_image_set.is_local())\n",
    "print('total images:', images_rdd.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Transform images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "path = os.getenv(\"ANALYTICS_ZOO_HOME\")+\"/apps/image-augmentation/image/test.jpg\"\n",
    "    \n",
    "def transform_display(transformer, image_set):\n",
    "    out = transformer(image_set)\n",
    "    cv2.imwrite('/tmp/tmp.jpg', out.get_image(to_chw=False)[0])\n",
    "    display(Image(filename='/tmp/tmp.jpg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Brightness\n",
    "Adjust the image brightness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageBrightness\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brightness = ImageBrightness(0.0, 32.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(brightness, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Hue\n",
    "Adjust image hue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageHue\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageHue(-18.0, 18.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Saturation\n",
    "Adjust image saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageSaturation\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageSaturation(10.0, 20.0)\n",
    "image_set= ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### ChannelOrder\n",
    "Random change the channel of an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageChannelOrder\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nnP1qBLlkQB2JyTRRXVFIVNu45plkO7aPzNFFFbnQf//Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageChannelOrder()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### ColorJitter\n",
    "Random adjust brightness, contrast, hue, saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageColorJitter\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF\nBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoK\nCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCAF3AfQDASIA\nAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQA\nAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3\nODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWm\np6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEA\nAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSEx\nBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElK\nU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3\nuLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD43gsv\nLk83+7x+dalvaRyIEJG49BjpToLfdsLBQACp9+ODU9uoZtucEHB9SK/GZysfZsjissTjyuBKoDHH\nHWrMdmsaLOYtpjyrL2xnqasfZAq4ToOR71YtLdZJNrMCrrgg+tcs6hcVYijtdsmYYgrABkyf4uw+\nh5FW/scDhLq0iIKAuo54Xuv4HP51NHbv9lO87nh4yOrY6Ee1WdPVZyquCu47mwep2nAHt61jKpEv\nls9CKGziaMGPa2eeuTWhYpnA2Y7YA702K2CphgoOQVC9MdMD8qu2kamQtGCe52+tctSoug+WTGvY\nQXVu9rIBkrheKq6Zpcm7yJQwK8KQew4rdjsxuVk78j3qe309JnJCLuyRgdTWU5JR5h804oht4Vt7\nPzLrBEfEpPAK9ufbvTLeLZdNaCP7zAxnsQe49R71p29sPJ8i5UOMYAY8EehqfTdAtrG2FraByqEm\nEscsM8lT7elc7lqNNpmVc6btaKWNG/d8AdCF7dfQ81etIX3sko3SKuU3ch1PX+lTT2jTMWGc5IYe\n9SxxoY03qd6KQhHUkEcD9M1jUki1JtBDGZis8KI3GN2Ont9K1bK2jmGI49rHBcAYyPaqdqqylVlU\nBpmClV6CTtj2P9K09MgaNEkUNkZ3Z9c849vSsnNRQmrO63IVsoo5yqnC9SD2FamnxgbYxIFI+4Rw\nSPc0NYCdd428dD7+/tS2SBX2EHqevr3xXNNJj1asy59nXKsYwB/ECM8dhnvTzbvjKyDd/e7VZtrd\nZUADAgjIFIYlUSRMuQcAVk9RpLYZOI4baRzEPKkBEmP+WchHOfQGqtppcF3pRhhCZTOwryQfpWpY\nhnZY5IwY5P8AWZHAPqaj1KH+wr9L2GBZImIEqYxz7AUNgm0YsN/qFgjN5IkiVRvB44Jxn8zWrZPB\nc2/+j2nzMAyhj0GRyKsX+kadcxST20AKzp8qIcH2GfY4NWdJ0h4YEieUhlAABPIPp/P8qNEac65b\nsz7WG7huMk5DFsnHbPFaEFqbeTzgcq/DetS3lnNbXHlyJgAY6dvWpbGNjEYnwSATn1oIcnJWRYgt\n42QlVyR0PtSTWJcCXyR8vXb3qaAuXG1gCoy2OhHv+tWysYIHmqSRkKnPFK9jNc6M5oCbcNHGVaI7\nk/65H7w/PmkmtltmadEEYbashB6Aj7w9auqdsvmwoBnuOTu+npTXKXKMk5B5PAqrczHzT6kemlX4\nTBwecfwn0qZWUtvVBgvtPPIPr9KqRxT2YKn5pBwxHAPvV+FIWCTgEKVAI9/WumnTjYTbaLtm5mIQ\n8EAcVoWxEUu7K+U3DiqdtGI5sIwLAZz698Vft1SVmkdAATkgdT6muimrMybbehpwJHIvlYUZA2EV\nbitHlwGUIyDI96z4JBDC0aBpGwHjA+9x1FdHbC1kt0uUjLbkBbcOhrsUEzKTUdWN0y2iuIyjsCWG\nQff3/Sug0mzZSU8kIwXMmD19Dj6YrKiSO3AniChCeSexrR0mR5JN7MCR8pb1HrWsKdjGTbZuaYiG\nL7NLyrEAn0I7n0FdHp9qjxhcHjjOOtYVrEqKsyjhSA3P3l7flW3pcknlBt2QGIAHeuykRI2tNsHR\nid68e/T8KvW1msSlBcfMxyDjoarW87yx+cuAV+9s7+9aOlSR30ZlWQ4HRnGMn2Fd0djBe0Ltisgh\nIgdX/vEjqPSpotKt3V5zEPLAwSVIMfsKgjt3tlEiliMAFMcZJ6/h1q8CrWzumCowrlc/Me3X8a0e\nxm9jAvNFVjkldjRkbCM4xzn2JrndQ020lna2kQgbdwAOenH4V2l2srQSW0gDbskKvVvTntjrXPap\naLJEXnO3p+9XhnIHAI7Y6Vp9gpbanN6lZWrLHMkewLxIH5Jzwp+mQa53VbNlaU3FwAUTCFOhrp5p\nJNisytnyzkZABwSa57xK5TDLIWV1ByrcDjgVDBbnGa7ZxqCy8Er8vPtXN6pGrwBTHuIHINdPqjb4\nwsgJyTj1B9T7Vy+sebG+4MCQMOB/OuOe50U9zA1DS4lY+WuI9gAXHQ1k3uixyxGJkBOeO/NdTcpH\nOuFYZIyfasy8hCHeytgdRj9azLOZ+xR7d8qLgpnp39KswxtGGbcPLYAkhSQPrVm7tmPlrGoHzAg9\nuvNNkc20iS84UncAMge+O9AE1i3lMEYYRh8pC9ff6VpW7wtKVlyVYYBx3rOyyr5zNndyNhypH9D7\nVZtbgOFXIP1qoqzuZyjeQzVLK1hUyxL8zHLnHTtn9Kyby1tZI8rEu7Hccn3ropUik2vkkFPzGTWV\nfWqW11tByGGRjtW0o3QGIbJLiJ4jhiozg+n92sWS2isiymACFuYzn7jHkj+ldasQhdGYLkkBvesb\nxFYxRG4a7IjhVGdyeAgHc/zrGHxFvY4rxdeNa2i6bAAslwMYVc/KOtQ+E7fR4dNu1u7WRhJIkbNE\noJAQg5BGcVk6DrZ8Ua5dazcM3lLlIVz0X2rP8QePD4U+1GxuLdbt4vkWZTtCnoxI4B6134abT5DO\nUPaOxq3JhuLyeeInY0zFdy84zRUGhSXOpaLaalOo3XFtHITGeDlRyKK95bHN7OKPGrCLMQCrmr6R\nqh3A9TjOKbYWMbRLg46ge9aMVnG8bRSL/DkH0NfK153PZinew23jWXKZ5FSxQFm8vbgevoaWxx3H\nIYqfpVhoWSbIPXpXJOauVa4IpZgcYzlSMdahktZFu3kikcsF+RRwOOuasNlD5kanb91h9epqxcIs\nkYmQlWTrgfeX0rBycXctabEliGlt1mLqwAyoXv7VagjUuoKYR+ck8qf/ANdVbDNvKqxLmKTJAHQH\n0H5CteGFAMdAeRmok4rUCxZNlFQoSxHOOAD7VdG9Sk6BRjjGKr2ZAOY0wBxzVuFHdVnUHhiCD/Ou\nWcrvUiWpbMMMyC4VFCtkDA6VdjtY8LLuJPAJCgYNVtKYZayfGwjPvu9q1LNUgdYZgFDttXd3Y9Ki\nWwloU5LR4pyrqP3ikqP9qqzoYppvkBCEkDGMg4H862LpFaIFY/njzkHrn0rPuUkkeOcIMEYcnjaP\nU1hJtM2g246iwWqPE8WwocfKG5IbrkVqWkbkiWZEUSJuIX+E9CP5fnVfToZ5pNzhWREXa4PXnIzx\n9a0Gs2ZWCKxVcSxkdD2YD6Zz9BWcp6WG0mySGEopySNpUlQp6UjxSRTBoF4fcBk4w2ePzq5a2zoo\nw+5VGFZv4lP+TinXMCSx+SinHAT1BHrWLdxrQk0wG4i8kjDNypXqcdqu+UXBkPOGzjGCAKz4LpoJ\ngFG3OCCOzdwa3bZI5oRe5B3ArIB296iSvEHrK5nLEm8BCTuUlDng+9XL2Fb7TSFJ3xEHKdsDvSX+\nmmdTDExVj80DjjYRyBx2zS2NwISJDIr7sLKVGAT0II/OpV+g0m9ivbStbttt1CxFQxjHKgkZBX0P\ncjvWjatFLGbhS2cZcnkH3HuOBjrzVOG3jtybfBKrIzRsByRngj8KS2uo0b7RCcIHw8HQp6t+JxTS\nGoN7m19i+22ziQYZV6d2H1qiLZ4BgOBtPQ9h6VfsZHWQEE4IxyeCT/Sn3MZuA00aY2MAxI4PHUUm\n+gmrMrKmAJUcbXGGC84NSWzNv2sACgyOeopwWOFtqHKSEZOOmaklskSQuAPu4ye9SmmiU7kot0KB\nxjGPXofSkltsjJG44ycVZ0/Z/wAewPBG7kd6sTWpKZUDJUg+x96pJjMoqFcQyxr8pABxywqQI2n3\nUcyHMbnGDzip5rdWQSgBiDk54zTLwO9l+652tuKng/hXVSlFIUtixDEy4jwCTypPer1hv+UqpJU/\nMGGOMVnWqkx/vpAXUghcnmtaPJ2zRNjfgMCcjPoK6U1cykncvwRF9jxbQVwcgcjPUCt/SWaSIM2M\nLw645x7/AP1qw7ASEFRzx1HrWzpjNE43JkEjPtXVSlY55rQ1raygik+YfI3KjNSRpLb3BmWISDbj\nZ61JZQrOzQtgKR8hPStSwto5x5UjEMOA4GcfSupPS7MS1Zs1xbCO2lVW/uOCQPpjtW3YRzgKiyA5\nADYGATjoPSsOO3jtZTCdysePMHb2HtWtpjzJIqk5j3AnJ5rootWE1c3tO3WcyiRiYzzweorbtNPL\nzLdRykqeRu/u+n1rLsisiRwyRgDIAJ7c1v6alvKvD/LjAHeuym0jGSdy6trcXnz2Z2J5eWJH681X\ns/PEwt7h1IUkCQnhh9Ouc461dsZHt5sMwXJI2g53DHA+tSX9hBPH5luDhslXxhQR1z3/AP11utY6\nGZTaNjaBwFWQkjdnofpWLfR+dt84DcCQwx1q+LpngKM/lyIM7CnJA/rVS4to4z5huAWb5i5bIHt9\naE0Pl6o5TXLdLeNZo490ilhyDgD0rktYW6jgKliN4yTjjHbBP4V2/iQC2tnmVTKqMfMIPB4HArz3\nxBqNyA0W0iIpv5OSPYCpqT5VoaQ2OZ1rfHMxRtyyKWBz3+tYF8klwCS33QMe/tW3qc32pPswYYJy\nSOOaw7iV0YKYRvXO3Pf61xznbU3irK5RYNA4DMfL7DHI96iuYA7bTk9+o5q3fRrIonUYD/eB7VVh\nkRm8mRQDn5fesYzbBxW5i3sTpIFKnbuz9KZKnmTrIwADRnOec8itO7hjZtykHPUDqKqzqEdiq5UY\nxu/WnObi7IFuZBuDDceWqMqhiHbGQB257VatbnYwVUzu+6w6H8adGIYknWP58yA4Pv8A0oMLQjds\n2juv8JPqPSodSSB7mg0se0QnjHA5zVeSCN90ZPXo3pUQuo+HUKMJ82ex9qrS6mFJjkUkMMg56VtG\nrzLlZDjd3Ibu7jsy0cy4znLnjBFeTftIfE6a3tP+Ee0uUJE2w3cidXBT7o/I11nxG8RCOBrSCXLB\nT83c/wD168G+NM8h0m3upEIdZYwSepG1hV0ZKVVFxirM6H4fXUUXhcyofmYKFPqx/wDrZrjfF2qR\nN42nS5RWifbGck4CYyG/WtrwVcGPwxbxkkZVWI9QV7Vj+JvD+q6hcLrOnQPKVUZ8mFmDjGOMDt36\nV6OCjz4pkKajLU9S8PKkGgWMVpHmIWkfllV4xtHtRVbwTHfXXg3S5v3kRNjGGTaeCBg/yor3VSnb\nY45SXMeXWcojCMvIUsFPsa14I0baR0YYz6Vi2Cru8vccqd23HSt20zPAS6Y2jrmvkauh7X2myO4g\naG5MhHD4Bq8sHmQggfcHHsKa9sLu0aQqcgeYAwxz02/T3p9iHjZeQdy8rnp7VxSauXHYkhs84Mic\nFeR60jQOrYUDaAQd3pWhFCSjqjFgG+XPpSPbOzMhTB4I965ZzbloCkmytbWwkjMKrtK8oR2z2/St\nDTHZ4DAwBePjJqCMpE2VGDtP50/THl+0bipXcQN3Y8VLbZaTlsaMTSELMowCSG9quwMZJR5SgBh3\n7Gq1sPmMLhQJDww5Geox9QDVyx2yIsTKQu7lQO31qJOwmmty3bAhRKHO4Yath7WO7gWZ1G1sHHfc\nO4rLtlCKFzkMu0+1amkAArExLZ6DsD2rJ2sQ0kh9tpLws99FPI4kOZFY5AbGM0osmYlXiBUdD1B9\niPStjSon2vbkffXgE9DUN1aPEQu0q6HBwetZTSkKMnexQt7WK0mDsp8rcN2D0+o9K00W2jYyIA6R\nOCOeisMNj8KjhgE8ZmKEkp8oA5LdMe/YfUirFhYK8BAQYZQSQcgg9QPwwfoRWDdtDVXYlnCLZ3sT\nECsY+QA9FP3f0xViYSxhf3HTBGPTFRRJIl1DLLg7cxTMG5LKSQMem0rWi8bSJiMMy/xZA4rBt3Lu\nk0ZXkAS4C7s/N9fetfTCiIEcHy5Thucge9VfspVnjWI5UZRicZX0qzp9uGP2WZiFk5jPbn3o0THN\nRijSeJvL8o4V0IP4VVeyEOJVRfLbOVB7nv8AWtCxUmLdMd8sORLx1U9GNSS2af6uQjGNynH8qHFR\nXukJuKKgtIjCsyfN5Y+XHV09veoodOjO+4Q7QHzlV6qex9ecVask8slF4258vv8AL3H5Zp8cTQyh\nNykE8eo3dOO//wBeldl80iC0jWAeRMGDKw3c55+vpWxoll/aFlqbtKR9lihcBTk4ecJk+wJ5PYGs\nmfNwjFFKNDuEeT98Dgg/Q5q7pmp3FkZ2tGCm80yWylJTO6ORkLfjmMYPbmk720JlGbjoE9ttkNu8\nikMQUJ46/Nj8iB+FSQr5xNrOmCM4Oc5qzEBqNuwCEuQA3OCPoPzP/wCqmRwOrh25ZOD3J9KTXJsK\n9kRQIY28w8Mp79q0bULcJ5oGFbhs1VmgWaETwn51xk+vvVnTSxlNtMMqxHPTFaRlbcY2W3VJQGHD\nDt2qJrNpoTC6bmzwF4yPQ1pGNJbfaFLEngVFuCqJFGZOqDHUA8g+lap66EtpmdaJLbXMayDho+PQ\nMDitWxMYbDg4diD7Hs39PxqC8sjvWREwGLFOemecVcsArHO44cAMCOldMGmtCJFyzgeKVRtORwwB\n/wA81uWoYwpIQeTgjPIHrWXaWkh2SojHb97HU+9aVlLGD5ZyFfoT1rog1cxkb2jSrKfJONoH7tj+\ngrZgEkkeI1+dOGSuYsvMDeQjEY5V05x6cV0umzx3FuLog+YmFuFzznsT9eDXZCaejOeasXIIknAZ\nl+fHA9Par9i24AvGcqcMMciqUcZjmW4jGV6NjtWn5cIijukcqxJBOe30reD5WSndXNyF3SIMF3MP\nuqO9aun36mRS6lRlRhV6Gufs7iSONnGcYwD7d60LG8JZZkddh+Ulj0FdSkiWr7HWQMzSF/MCMQRu\nz2HGR6GrMl9axuYWydygSleh75Hp05/CuYuWvUaEaVqa2sbbhLutxIW53ZBJ4q/b3Mx2yS3XmZOG\ncRgA4HTA/P8ACuiMrGDil1F1eaU3L30MIV1DFeOCQO49KxXvLPe0bysm9A+1uRu7gelaM9yJEc+c\nd2/DA9h7Vy2s3c1nd7bkKIXJXfnkehqajtHmRdOzK2uanBHO4bknjbzXn3jy6uJbF2sEQXCKSNxw\nXUHkDtXU69LLJiRSXyOMjqM9a47Wo0mLNLG2QDjPb2Fcyqp7m6STOaXUJJYI4CQW4JO3aeexz6VS\n1dk+0BgzArxkdK077TgT5sTdCSSeDWdIyu3lSRtuDbeB1HrWcpReporFVC5fawJVvvc9Peql1bSx\nzn5vdCD196t3Re3kaNiAF6n2pI2N4PJfblRnp1FYOTuFpbobbvHfQEsg80cOAMVQv7ID94ACOpFX\nVkkguN6sAf4uOop9zDFMS8eSrcjmhS1IvbVnMqgEu0fxAg+x7GqtxemBj9pd8KOVB6Vp6lY+TcES\nMQDnGBWTqsTeQZ0VS207wDnI9aJO0hta3Ihex3mfs8oLLyAeOfQ+orH1/WHt0KrIVGDu56GmX9/J\nZxpcRMAcBvlXqATwf1rG8S3kdwpuIuQ6hivTkj+lS5Nh6nNeJ72a7YsfvA8NntXCfHO0W48J2Nyw\nG4PFvHcD5hXW3E0ryngEZ9ecVzHx1kL+CbWR8DmLePoz10YafNiKaCXuppdjN0O6i/sO3SI7SIEG\ncYI+Xpj1rqvhLpS+KL2902e6uLZf3RBtrgqdu7HT3zzXnEN3cWWlQSrJkFo+DyQCMV2/wf1i6gnv\npLDW4tOuntBIl7LD5ixhWBZiPYDp719BQh7OomcdaT5bHbeF9KWDRYbdriNDGNmGZmJxxkn1orSG\nnvADFbSfagGYm4gX5HJYnI9sEUV7ntonNzngmkwukpaRRndxjuK27dlTa3l9+g71nadbbDglmJH7\nvjGR6mtm0w8OwAfKODXw1adz6Bpsms7xvPe3XOC2VLfyqWFWVyrn5g5PI9agKKjrIucg/LVuPEhV\n1GP7xHFcM9y7IvWcaMFO8/KuKkltZA2CeMcHvSWDh4zkE5PHtV1oAU2DjPfFYSfvEpPmM8WhaQRN\nwSMr/te31pkdncQOJkflZMsp5AHTj3rRNsWKuvJXkexp8tqHcXDIVWQEZB9OD+orKc7GsdB6giE4\ncbyMpnt6f4VdhikJNzwFdQAAOhxz+FVoE88o6kZHBBGMH1rVt7H908bNk9Rg9u9Rzcwmm2Ot4jKr\nDO09cGtCyjIyVcbiQeOox6VDZRqrB9gHYmTjmtA28cLB4m+9ggqSCPWoc4oTi7Gtpo863V4+GZge\nuCD/AIVbvLeGVDNGrFlyrjHBP1rN02U2l0UmwRIflJ7HFb9kSYfs75bIyB6f5zSUlPYxa5JXZlQQ\nLHcNFGrYYYj9c+n0PI/w60iveaHcDUoE3WkrkSrjmNsYI+hJyP8AIq1c288Q3sSDG3GOCRmn38Yu\n7G4s/N/eSQiSNB95ipwce/NYSXQ1i1e5B9kll0uaZhljMHB6HoB/QVb01/OhaNh87D5Rg9R6n8Kf\no84vNPmtXAkaNAc+q+h985otZYYJiQ24jDLGDjAxzx+dYu5oWhbNIFcHIHJXHIH92o44lQbmcIqs\nQox0J6fpiopdemkk8uKJYgDnJAyfapc+eu5WB3ISp6gMaVrlRhJ7l6O/iS5WeKNsNGBIvZx/hWgl\nvHLKYNxO4BojjgD0rHs1c7rRR8pA256jHYGtjSX8y2FtK53xnKc847jNCdyTMurea0vPM+fAPzKO\n3bj29atGJXt1nCHMaksRyWU9x7g4xVy9hEqmUe273FVLaOaJJGgYsesaHoB3H61L0AhuYAIVMeZF\nAyc8FG7/AFB/nTLGN5IJABho2BH4gnj8qsTxeW8Y3kwTf6on+E91Pr9TUkSpa3gmnXEMgCOV4CN/\nC3uMZq9UjdaLUk066kWUTIck4V+fu+59q0LmFreTdCynIyhPXNUTZraXDWFwoVWAIk3Hkdm/TpWh\nZhXVbeQjBbKSDvxS0ZjJReqGWka53ouFJOR9aiuIBDdIC4G7kAdanMX7x9+5RyeBUkVmbq32Jt8z\nACZ6/nRqpErVE9pcxuwcZAPGR1B7Yq7LZo5E6KAQQcjj/OaytOfa5gdxtJHU4wfUVtWIO1wWy6kB\nSe3HWtFJWM5+7qZc0KRy4Z/mc/Jk5AI9sVJZ7hMJXDgA7XwOCfb2p2uzm30xZFGC1xHEWOBs38ZO\nfc1V0CW9OmPNcCQbZ2RxMuDweCD0wa2T97QdrnSafIkUKknoDuA/WrMDSWsm5VXDEMpxyQemfes7\nTH8+Bm3D73zY6j0rRtnDwiOQ5IyQQO30rrp2auYSumaGnyZw20bm7e1amm3z6TcC5EbMuQZ41Iyy\n9Mj3FY1i7xyhlIYHp7VrRLG7ZkUDjFbwZnJJ6HSwptxGSGRxuR15BFW4RGwa3l3Ljn6/Ssfw3dbd\n2jSyt94PASensK2EZMRyDO5WJO7n867YNzV0ZPRF+2mdHSOQ8Lww7ZpdOfWIdTb97GYiflVU5NRR\nhTGtypwV+Vh1zmrDeXauJFkJBYYPpmtbx5bCSsjUN41shSIHc7AuoIO3n+VWlujGyRYC/wARPrWP\nG2/BDfNuI8z+9xwDT57qYIYC3zofm56H0H61spO1iJR6l2/vo7Vg3BVuXx1z7VieIEt9QtXimdiG\nO5cdj2/Cpn1DCBZFAAJ2hvT+tZl5cOpMathWOd2elJVIx91kadDnZLyZWOn3EmJIuIRjG8c8D6f1\nrM1hfPjGAcbs4PXIrV161F1GLiGT97ESQcDOP85rGeZZ4fMYAEZEiZ5+v9a46jfPdG0feVzB1GKe\nOXAQEZPHT9az7iDzEL7CDuzt7/h7Vu3sHlsySMSpPyjOQRWRqEbrwpVS3AOfu1m5MpXMW8gVreST\nziWkAwCm3GOfXrVa1kdNr7yHU87ehHvWhfW8sq/uQNxIJR15/A1lh9t4saxshdSJFPApcytY2TvG\nxeufLmtlnjzu7kVBbXSQP5Uqn5uFx2NLZ3Pkv9lZhjJ6iq+ofI25wdueCOxoUlYz5bOzF1eARRFJ\nDnPRjXK6zOtrKykDa3Bx6V0kd/8AaYWtbngryjHvntXM+JoZELMqDnjPXNFuaNyfeicfql4bc3ES\nk4PMeecA9R+lYWpXDz6aHVi0kXAbHUe5rS1qVvmjfA6kEjtWZbRpPaiCWbaikgDrms3dSNo67mBe\nSgSM+7B2/Nz3rl/jdMZvAcRbjKR4z/vPXQa1BLauVIxgEDHpmua+NRH/AAr+Bw4Y5jTb6H5jmunB\nf7zTM59Ti3kl/wCESjuo2wwjjQs3UfMVBH5ZrU+HviEaTrWn6pndA8pWVGHBVzt5/Hr/ACrnZ5JJ\n/DCQR5LGHG3cQFxk9u/Jo8PrMGjSeTaA54LHGMCvr6NPmVzhk0o6n1JZwwvaos9tGxTIXyS20DJI\nA47Zx+FFZ3w6nb/hC7D7bMPM8o5+c/3jRW3NM5LnjunIkbqxf5ZB8hz0I55960bacxymRM53ZOe1\nZdkrBpISx2uc8jgN2x6Vp28RZo7gjLs/z46Bx94Y9AMHFfG1Nz6VbmlLAZ4wqNgYBHsakslbBR+A\nRyvpii0D7tuOvp296sNGu5CR/rH28DuBXNNh1sP09HiuNgIAAz+dbdoI2byjKSevPcVkW6LIiyIp\nbggsa1dMKSRJMq5IbBJrmna9xSSJjYgPtijIBGRg014DKrQuSNq55PvWiUbZ5qooIOMjoB/nNZni\nTUYtNlDRYL+SXI3cbQcHj61hJXWg4O7sS2sO8BtvJGAPStuxhVEB3AAKBx6AcisLTJHe1WWVyC+H\nVlHGPQVvWUZaEMCT/Emf1BrGUpJ2NHdFpYWhLQCQkZ3Aeq1ctQrxqxH3Tjp2pkcUcqpdQngLtP8A\nu9j+NT6eFSXDD5WOMY4BrFuxKVx/kO8YI+8vOc9PetvR7n7barKCocN8wPbHT86z4oTtZCMHB/EV\nNZbtPuGjjwIpMB3I6eh/PFKNTknYJrmVjX1iwjixchlw+AcDOaqxx/Z44p/KDNHKTCxHtyp/nS6b\nNNdiS3uSWl3FW+bAXHPA9auwRS3to6FdpJzDzn5x0/PpSc9TNJqyKc1hEkfmWuRuyTjjOT936f41\nBHBjEqA9MH1+la1rb/vGVWJwNwXOQM8EAf7wIqG4gSKRo4xweahvob9bGdcRFU3gqCgB5HJz0qSy\nlCg27lTuyQPTnmrVwjllVeeQpB5zVC9hWyv5La7jMeCDGx7qRkn8zUqaNIyima9uROjTZ/eBhnHr\nng1b0+QRSgAYPXC9D71Q0+VYwzbgC3BXHFaWnQIzNIxxgfLjv7UoNkPRmlbyRpMUaMFJeR/s/SqV\n1beRckAsMEZI781cgSSW2EyIW/hAHYev4daZdLJcxmTcBsXD+p9xVTWlxFe3ii1W2+xSkBZiGjbu\npP8AF+lFpHJcR/Z7iA7lLQvv7qDwT65xTNhtmDRthwBge3b+tXwyyypqMSljws3PANZwlpYpuysR\nPE08YilwrAjyJjyCw/hI9OlNQSxyFVOxw2XX/a749vT2q1dOfOKxxM7FQfkHJHOAPpyfxquQ9+RK\nr5kQ5Em3k+oYe3TNWnYkvqDJbGcDnowHXPr9KYjSwqBCenVR0JpLS8EcglMaiOUbHQyHr6A1cWxl\nIX7Ou4E7owO+O2e4pp3FG6ViveQLKDOkWMHqDyKvaRcq5MqnkqA+e49aisIo2Jt5WBSRRggdM96Y\nLd9MugzcLu6N/GvtVDkk4O5p3NvI7ukoDRyD5lIBB4pixSwAmJ8qQAUc8ADpj37fia0NM8q6gWGW\nMkN88cg9+xPekm0mWQNHJt65XcK2jaSMeZW1KNlIiMQqlcHLoRjHsP51ehZ4LoAybkI5OeWHv/Kq\nM0QeV7hQfMBwWB6n3qxalQ6GZCQcgknIJram2mEknqacVsXkUK5Ctkp7cdK0oJlKoX4IUD61Qs5C\nga33fc5jBqa3nVGxK2d2MZGAPXB/Ou2LurnPLV2NiAMMPDINyYeNweQe9dNpupR39kLwKA/SWP09\n/wAa5Owceec/dx8ioOAK0dL1JtJu1eVCY3/1qDqU7k+uK1jU5JeRhJHQxzsjeX95ex96nS4DRlMB\nu5HrUJSGRFjDb0YZiIOM/Woo7mSH968ZUgEHHIz710v3eoJ62LE10WdbFZSNw3oR1U9if6Ur3D3E\nwjlbMi/dcHBPqffrWelwV1HJjILjG/txyBUsjrcq0kku0wtkEcZ+tCnZg7MTUbxZX8vfgRjFUJbw\nSHazHA7A8Z96Zqd9b3EoiYbWIJDqOD+FU/tIeM/MODySuAfepc9RJKLHXNwyYWUqTnBPqP8AOayN\nRgewnN5bBWjYbiD/ABe1abI84y5XdjGcdqrPGjKIZznDYT2qW+bqKLSdjJl8uaHMb74nXIJ6g+lZ\n1wMM0Mo+VRyW/lV2TGlXzW8wIjlJ2vj5VNR6hbiUPFIdzKud2Pvp3Y1nfUu65rGDPbCPMLBsHlHH\n+NUpJmWXE8f3eF45rcuIUaECBSFTgq3JA9axtQQhWLOu9TnOOg9aGax3MjV1WKXzIFOMjn+9zThc\nx3cBR25zgU3UpTHETcRMygcbf04rPSR2CSx5CE4YEYI96lFNXHXqPGCI3IZeh9R6Vm6jcpNEfNxg\nDkH1rR1EvjzEAyo+X3HvWBq10sTF1UkfxDtVKxk4LmOX8SW1rdRPDgqSD8wJBA9q5XThdQwzafeg\nLOrkwTBtwlXr+BA4+ortdQtWCiUAbeqZbDH8O4rl9RtmsLhrqMcHgs3Rc9qHrqWrRdjkfEmq2Vpq\nYtWLJI3znfyu0cHJ7HNcd8ZpL5/BiFZQF+0qCc9cdD+v613niDwvE8lzfQKWe5yWDjI9SmPQ/wB6\nuD+LiXA8GC3MQCpcKcDkD2B9B/SurB/7zTZdRJwb8jgdEuBc2iQBgzK28xyA4P1rpDp00z258qMv\nMhCx269yMDP6VzPhDTrm6vhMY0cqMFJZCoMfYAjqw/WvQLKMaWouxGI5duAFB49/avsow5atonlS\na5bM9M+H3iTTofDMOnXGUmtGMUyhhgNw3HthhRXj1xf3EszPaNuQnru7/nRXZ9UqGPuG1aKs77tu\n0qdg9Hx3PpWtAqbnQJ8pQOpB7DhqzrQhMK1uxMkm8bF6etalvDFEqSSEhASGOOgPavzxo+jTuTwt\nE7Fx1AzirZiMsZVgcD7vHQ1U060liIRiSVzHJxyPQH9K044W2YZvmY8/Qdqyq2F1K1m0iTYfkDKm\ntHTGWCY25OA3K5quYjBKZhGdr4PTvVwwfaYPOgILoQT9B2rlkrId7G7Y5ktzCMHIxVa70G31CZL6\nSIGVEMJST7roTk/rV3TdspjnXP7zg7fpV5tORNzFjtPqOlYScraC5lCWpjQwWixCwubdIeNiGP7p\nUfdx6c1padbzRW7wFiJFH7s4PXvSzWMUym0dQW7ZGNpHQ5p1gZ7eNYpXJZT8pznJ+tYzet2afEtC\n9pLR3IMIC4OQuRjmrMcMykgp8y8E5qC2gKBpI8jbKR0/OtQKSyTLGdkifexxuFZTknog2JrUAIrA\n8YwalmgkbEqHBjOOlQacpdBCP4jjPYVpRoxjDNyAcOfcdDWcrDK5cW2oRyw5ZZMBs9m71r2xMd0J\nWQeXLwxb1rOa28+NolBz95ce1XtMJvLYQvNllBYEevenBrYmSvoWZrZoplnVmYMd39Mf1ouImQiW\nNMBeQQOuauxxC6sxJklgMrnqP736YqIxMLZwW3eXzhepX+7/AJ9KKlpIjfqUZIFjG+RMqQMMOpb1\npb/RpdU08vDGowfQ81ZSF/srxMQxj+YE9xjJP0wabNHdhLM2F68X75lMgXODtUAEenHFZX01NFdm\nToUDtp0S36p5gADY6uOqt9O49a3bCRZB5cikHIEg7E5+Vv0qGwiSaGQSwKJo3/ehR0U/wj2Bxt9s\n0+3jWDa+1ht2huehz0NV1KbuzYtvnUx5B3PuP0xTHgEc8iKFMcn3MjOOlOs8NHkLhsZxnFTXFmWt\njtiO4coF5PuKcvhIk7OxkXSbgYZAoKECM7MrnPIIHOD0z2qxbKrhQ7bgMKyEckH+Fj0wOoNLc70K\numwMy4be2AT6E9qkt7GUw/akBjzkEDkj/ZI7g+vaufllcuS9xEwigtbny2wY2HBYE5H8J/A5H4Co\nEuoZCHuIZEGWXzmO4ZBxnjtxxViOEtuSRNkkTLsTdkMO4z3B/wAaUwSW8z2ylfLkJcKw4APJH4Ek\nVUb8+oRS3ZDZ27zs6tcGUhsK68iQfWtLSpmwLWfZ5LD5GA5XH9PeuM+M+peKfC3wm1zWfAkdpNq6\nWMo0mO5BMMV0w/dSMF5KK+GK+2egNfn18BP+Cpv7Qnwy8bf2J+0dfSeK9NS6a21G0ubOGK/s5F+8\n8Uqptcrggq/yntxXu5XkeMzShUqUre506/I5MRiqVBpT0v16fM/UB7VwzrOuwnBkw2dh7D6dKWWJ\nrqDcrDKcCsz4Z/FDwF8bfB1t43+G/iK31bS7lQolg2gxM3z7XTJaGQAYMbc+ma1ZIjZS+a2RuGSo\nUjKjqfrXmOnUhPkmtexspJ7aruh+kO8TC2dsBhmI989xj3GRXRRSwz2u8OQR8v0Pp9K5tRvYTK4X\nc+6IqeVI6H6E8fjW5Y3Szp57kDdyQp4BHH69fwrammnyyM6qk46Igv7IqxaXBz1IPWqVvuAZSoZQ\nQH56e9dDNbLIR/dPKgDPPeszULRtwuLdFyueMYBHvWiunoTCcZRSEUvZywTRyF4iSGK/NkgZXj6k\n1pQTRzbHLg+Z94EdG75+vWstoLfz4ZoSyBZAxTPB68VdQuAgYcSDkns46fpxWsJ3Q3Fp7mjZ3Ixt\nVcEenSrakywmQj5R1rKWQLiaI8j76+hq7aXMWMyElW4ZfSt4ySMZaG9o2ql/+JW0hZTzFn+/3U+w\n7etXmklI3Bsk8HmuYuHKlSHKhV+Yp6+v4VtWV/8A2nZi42r56YWdQep/hx7nqa2VW6MZ6Suhb6SV\n/n3khCCgHJ461WutQaOOV4Q2SoIw2OSKLyd4U8xEOGyMhqyb+6J2qWIVjsyO2f8A6+KJXS1CMeoo\nWSC1juFu2Q4JIkfK7vQ1VuJrma4DuRE46xr90j1B/pUxgWe0jgmQsYWZJQTyzDuPWoLhYJ1MCSbu\nQGRuAPofWpumjRRiy7Hebv3bT49vT2qSRIZIQQeR3rMga4hk8uRTkZ8gkd8dCe9WEmd4gpySv3uO\nhprTqZSjYh1KyF9b4/5aR5I/Ks20M13D5Mkhjmi5U4racZXzE69CB3rN1WwaCWO/tJGUbucHoauU\nrq4cz6GZfKYpVuAhPmD97HjODWfdoLhflXJQHjHatq9dHg+0EcA5J9PWsm5wI2nDEIDnI9PeovqX\nF8yMG7t5Y2w0pYnOAR0rNntnUMzvgMcNj06/0revbUz/AL5EZuD0rKkjADbuPc0G11sZVxLcMDEV\n5HCH1Wue1tSkrOWKqRj/ABro9WURYZGyR1YdhWF4hdXVlZRggEqetJuyFbUwReSQyNbyLlCOCeMn\n2zWTq8aE/M+0qDkfWrd+0oPl5zj7u7+VUrxXv7JmdysiHacEZIpRmKV2rGGr+VcfZJDuQrgD2rif\njbYw/wDCOuYo/vzrkZ6Da3X0rt72Asyh334GB649zXOfFmGK98EbjAfOF4qZXqy4rswcv9opkczU\nHE4Pwnos8UUcKwh/4kHl85PT+ldgPBJl09nvn2kqTuB6HGcfWrPgTRxYaYtxfRozKMq5OAq9znt9\na5f4y/FlLDSpdP0ZhBCx2G4OC0p9FHYf7VfeYGnKTuzypN9TjtR1a5jumhSd4hGSoRWGBgmisK01\nZ/s6SOCS67ssOTnvRXue8ZHsMVoYWRt7KC+SVPA9vXFa0Nq6hYrjBEsbfx8hh04qF4/tEZLRNkr8\nygdAev44q1p1rPJKoacFUyVZuTtI4FfkkpJan0+yJ4AqyqyszLMpJJ/vA4NXY4oVDBmyPXHSqhQJ\nCFlZUEMylT1yHU/1BrTitjJtdYAUPJYnHGPSuOo2Tukyo8BwzAFgvUVNp0e5yP7wBwPSppIeUQOQ\nsoKtx91u1LYp9muYw0XAYo5HWs27xKWqNDS91pfm1kbh+QPT2rqrJRd2pj28jj64rnDZzswmwVIG\nQR3rotFkUIsxfJYDI7isbq9hTV9SNrFZsHGCo/OoPsnz4Zdyt95ehPsPSt2ezSORLoR5AJBXPf1q\nvd2GOQh3Lkk+vsPeuWpHW5pB3RS0/TkTbFEAUl3DJ6hsYI+o9OtammoLuzaEId2GKjPQr2/GqkLX\nQUXNlGHBJLx54I7Ee47nvU2l/aIYVnVSrZaQZ4wO+axu0zSXNfUsRojEMgIzzzxitGyKArvHyuCD\n35FQmA3DMquBhA47ZBGR+tT2kLFimSCwygI/i9P51LaRJOVZJN8WBg4HuKfbI1vqO5GJVgMAe/FW\nLaEXEQuAh6BSCOhoez3ENkgx5IAPXsf0qG0p6hzdC9bQmF/K2ko4yD+ODx+FWHjSKTO5gg4YY6qR\nnP61DayOUWYBuRjHXHAA/QCrl0nmQoXlGQgH+yCDuXJ9+n0rW6ZlK3MUbq3NtNuKElSAeR84GW/X\n7tQCA20LxFchSZEJ74rTvYRIiz7MhFyNvc5HH5gfhmojaeaNu0OGhKpk8c9Kz6GkdivPbt9r+0w3\nDLLF8pGOHU9j9entTmVbld8kaKf+WgHJB7dKfNdxW8UN4yNiVGEuBkgg4P5dan2NJGbuJY22kBlT\nkSoR29/rUqbuW4pEmmHYAsi7gCRx34/lV1RE58iPeCTgM3Y4z/SqcMcixAwYYbQVY8ELngj8eKvR\nyiRDs2+Yp+YDqD61qpNGM09zC1fTZLC7F1DIY4rpiSydYnHb0welX9HM8FwIpXYRuuGVRhc9zzzm\ntWeCG6tTE6bkdhjBwQfWktLSeDNvIS4zncSCfasp+7O4+ZuNmR3unKtobi3ADIQSShywz/L3qoLd\nLgebEMjJZcHgnuM+hOTV/WrHUgsd9plyFkX5H84ZDxnqhHvnr7+1WLPSja2mxVVIpSoAT7qcfd+g\nrRpNXY2k1qc7faa72d3pEgEkUykldhO9WHBOe49ulfmp/wAFC/2UtY0DxTJ8TfBmjy3Ecx36rBaR\n+ZjYPlkC9TnowAJBHNfqFeWskLpdRuu0OVGV/vfeB57Y4rifiz8MbHxTZyy/ZFAlJEiEZAYnOQB2\n9V716+Q5rVyjGKrB6GGLw0MVRcbH4/8AwS/ak+JnwB8ZDxF8N/Gl1pl26FLn7GymK5jB4SWN12SK\nDztZfcba+svBX/BZ74kWtvBB4+8BeG9ZjlKhrnT5ZdPmDd923zY3z1wqLVb44/8ABNrwR4gvLi/0\niCXR7pdzMbWEy2tySfllZGO4HOPunivmjxz/AME+Pjv4ZaS60/T4tStQzGFtHnZnwO5jYDB9hmv0\n6M+E8/XNVSU/xZ4Tp5jhHaDbXRH6D+EP+CuPwJ17Wk8L6v4S8QWt3Ig2Sxz2ksL5Gdod3iYfio96\n9B8Gf8FIP2XNT1240ebxLrOm3Ftk3EF7oEzADIGRJB5kbDJAyD3HNfj7L8MPGPh/WVtfFlpf6c9v\nGC326zdcc9ASOT+g61sabH4j/t1dT0TU94wBJJJcZRQOOcE4/HpXPU4GyepHmoTa9Gv8hRzLFrSS\n180/8z9uvB37VP7N3jnVP+Ec8P8Axn0CfUCSp024vVgu1YDO0xPtcHGOq811kGu6HcyiCLxDZTSu\ncAC7Q5J6DANfjXo3hSPUb3TPEcf2eS8tCpgdJCcMvYHrznqWJ4r3Hwl8PPFWqtba6mvz2N4qhY72\nyvhGznHIkAJEqnpggcZrz63B6pu3tbfK/wCRvDG3d2vuP0qkt4SiSi4LxEA5DZUZ75Hb+oNQX94k\nMarDPCRHIJGZpVXC47gkGvgiLTPjDo+pW1x4b8Ry2cUzyG7s7K6aNCzgbmCAgDPbHQjPeum8OWHx\nRa2l0PxN4x1G9s5It0aSzss0XPOXP3+fU9K83/VSrCd/bKxt9fXW59p2evaRmOMapbAT9zKBg9gc\nngn0q3b3DA5LxyKp+baeRz3FfJFp4IsbvTzZ385lSMAG4a4YO23lVOG5Yf3hXDfEXVV8AahH4n8q\n4uLmO3a2jmGrzKWb7yL8kgXOfXt1Parjw1KT92qg+vRcb2P0AgaQBkdWLoMsHjO4D1xipLC4k0+7\nE4mBV8iVV5DA9x7j061+TWhfH/492Olx6vpXjTxCtyu64mi07xBOhUH/AFaAyOcgDk++OtS3f7f3\n7b+nRvaad8S7mAR3Cl7nXbG2kW2AzlSjIHmzg53KAcZBPGdJ8I5m37s0Z/X6bWx+uN28CoAko2Oq\nlAT03evp+NY18yQSeWiFg6kqf0z+GQa/PD4af8FgPj3o1vbR+PvBvhbXdO1COWfT5445rO42Q5R2\nwjBSGIG0EHIYHA6V6t8Ov+Cw3wd8cDS7Txd8KvEekS6vZvdW/wBiliuok2ffJVjE6rggg4boR71w\n4jI81opqVJjWKotbn1gsskkc0J+8zgkhuhHH6jBqpcX11ao00ajIkA5bjmvH/Dv/AAUK/ZD1mJ5F\n+MFjprwTqk0WsQS2xiZs4BLrt5wB97qR616To/xA+HfxA01dY8C+OtM1eCYAr/Z96kpyOSuFO4HG\neCATg4yBmvKqUa9DScGvkzrhOnK1pJnQ21yt0hM8KxOefkfO8+2ehqSVmYAHcx4x8vUf19KqSWVz\n5paGNdsbEr8w3deoHU5/z6VYt7tLgG3mcCVS2wgkE+v58j61CcH9oJRJreZJZAYif9kdMfX3p8s6\nR5trmFTFJ9445U9zVJ7gBt0OOTymeh9QaRpGuQyyTqWXuM1am2jGzRWvIW06f97kqQcDqDWfcAo2\nxkPlycjpj6GtGdZNQjNs0nzJ90nuO/41lKAjvYTsQ38AZuoqkzSBVkgW2cWzSbkJJDevtWTqFphm\nKQnax59q6ARi6XyCFWRATlqy7mMsrNJlse/H5URVlYq9pWOauYCYyWXhc++RXMa8z2s7KxJHBzjO\nRXW6mGjkLpnGD+GfWuT8SqxEqqjMQuVP86iorFp3ZzuovFM4eNeccVj3Nx5RJUtuJ+Yg8GrMs0iy\nbVORnnJ5BrPvmklcjGMcnFZq9y5JWI5kWZzcqhLAbiB2+tYPxEt5x4cW4s4d0sVykxhPQ7QBjJ4r\nft9yuu07CWO/HfFY/j3/AEnSjbKgO5SQ4Uggjtx3r0ML7lVS7GLSu/M8a+LfxZ1GewTwt4Z0/UYb\nfaHu5Y4WjLEchQQOMHknoa8s1zxLdy2sAe1ea5UEyS3bEhDnjg8Ma9juooDMfOfOWx83WqOqeENP\nvICXhQktlPkByfTNfZYbOPZ/xInPKkpLlZ4ObRtRdrvUibmRmOJJrghsdhgcD6UV6fdfD2wSdlgW\nPbnjgUV6H9t0jH6qu573ao+8pGW+Vs5xyT3qHxJr2n+GI3kv5iDs3xN03AckAevbmtGJYrUrO3Aw\nRXkf7TPi2OD7Np0f7wSDcrqcF/ce4yOO+eor8/w1B4nEwhE9Sc0tjf8Aht8a4PE+pz6Dr8UVtJIo\nW3dVwHO4lSSfbj616ppC+daxmSTBO5JBjowPII/Kvh+38U3NpfwtZTEbRiQ7sE45z7Y/GvqX4J/G\nvQfGmmx29/qKW+rQBVuIJ3C+cAMb0zjI6A9+lepnORTwdKFWlt1MaGIVV8rdmj0n7Ekh3yLxIc5B\n4DD8Kf8AYYXdhIBlwCB15FWhcaZZqv2y/jjUjjewXP0zXP8Aiz4meDfCETX1xqkbBeNqtk49h3r5\nZKU3aKf3HVzLq1Y6iwia7sxG0w3Rkk+uDx/SpdKv4NMlkt7t/lTncvOPc89K+evFv7XyWjyXHgzV\nlkkJIME1uSGX615nrH7THjnxLdrKQ1nKgI3QQlNw9xkg16mG4dzTFLmhGyMp4qnDzPs/UfjB4U0a\n3Md1fRSEZOI2yQR6ntWQn7R/w0kkWDVLm4tCxyJ5oCYwR/FuB5X1I6V8h6b4i13WMST3xUuQDvUj\nJz1J6Emvor9nr4A6r4rNt4g8U2UrWYdZMWvzSBQOGwFZSfTJHuDXtQ4Toxpt1Z6nK8bb4UeuaX4j\n8NzLJJYa7ZvC2TI0dwpWPjgkgnAPb16VoabfabPI6vOuR8u1ZBkhhwR65p/ir4KfC3UI4LV9Btw8\nmEjvrG0NuwGeFkEY2uno3bqRxXQaX8JtP8J6XCbK3iKRY2PcspYD0BOd31I/CvJnw3DmbVQ2hjtt\nDJ027S6t45LctIgUKzJGTjB288e9bWm+F9Z1C4R7exIiZhiRxgKCcZHr16e9dBpvhi4u4Ba6lcr5\nobcxESqyKTkABWC498E/Stm2jezv7aOyuJTHbsDtkGAcGtqXD+FpK9SdyJZg27RRgad4C18vJEsc\ne9mxGrNjPGQR71Pb/D/xbc3AifSyjbgjh+AOM59xxXf2Nu94ZPKiZpRtckDgewrrNF0hZYkuLxGy\nyfI2OvqD6HOKpZDgarepm8fVTu0eKw+D/FFpBI9xosgRJvKYg7ij46EDoMY+bpz7U+NJ7i0e3mgd\nJIkMrR+WSdqnaWI6kbuN3QZHrXuB0nE7yW6FZAVEjN0kxnGc9QM1PceGI9Tntr+awT7bZO/lzeUN\nksbqFeJx3VlJ47MFYdKwrcMUXG9OQLME3do8GshCC8bMoIXc3OTkLkHHptyfop9Kb/ZcsKmNYdwQ\n/Lk4OO1ex6p8GfC99qDTQ28lmHKh1h6DbvBAB7FWA9tg6855vX/gz4q0qdYtKZb2M4RQflcHaCAQ\nSQCc8c814+JyLMMKtFc66WNoz3djzu9s7eADbGCBMsqEqcYbhhj8c1DdaW9lP5um3BUoM7FXKuDz\ng+ldFeeGNasLRY9V0WeIq/lqzr1J4X8yRWfd29/psqIbZgrEGWN1IYY7gHkj2FeNUo1Ke8WdsZRl\ns0VbWOKVAiy8kFlAHAOOU+g61YtITaMGZgDnByOvtVlNNkLpLbIEjkf90SuCJOpU+mRxn3q29s9w\ngmgiBEgypI6AcEf7wPUe4rJTlzaik5PZDwkVwmQmFJUMAcYPt/X2+lORBKZLVoslMeSx6t6j69P1\nHai03pCsBHyBs7evPv7dvzHerbW8gUzK4zglWY8g/wBff3JNUuVyMpJleFWNyI3Q7BwQAcEjkH8z\nVk20ro0MoLbvmwvABxx1qxNZs1qlzbgkkDOw5AP8Q/Dr+NTQKkkJUyHzYyNyn+6RkHP0xWlrbEts\nxJbR3tSJMBVJDDbyvv8AU1mwwrNC1vO6rlSAXOdp7Zx+H510WoxQAmZ/lD8SA+vasbUrVEeW2CjZ\nOo25GPm9c/l+VZ/ArI1i0kYOp+DLO7jLPaBxE2PL9VPBH0A6f/Wrl9X+Bmj3TMLeAAZ3JMsfBB6H\nqO/FenRxsIlurYfKY8orNyR0dSPUHj8SaWSJIYVCFR5C8rn70bfd59iD+nrXTSqyhsNx5lqfP/in\n4E2l7bS2V7YW9/Eclo7yBZRnoQAwPQc/hXlXiv8AY/8AAN1Kv2v4fwxCL5omsg0ak+6KdrHn0r7Y\nl0i3ntjKYR8py/C5JPKn8R19Kx9U8DLNCC0IZgNy4brmvVo5riaPwVH95j7GDeyfyPg64/Zk1/QL\n5b7Q9YD2sR3LbNbGMofQbSAaL7Vvid4Pv00TTPDINuoAjvChVEXuWJyWIOelfa954F0+dhB5G4OM\nkgAZbuMVjXXwesC7Q/Z1VZSQSMbsHtk9q9zC8VYyMbVdUctTA07tx0Z8wQ/EX+zAra27CVOBJJDk\nscDgHHA759663QfivoT2giuJ41d1A/eSlmI9s9PpXrepfs56VeBpGtIi8Z53xA5X+8R69vwrj/G/\nwN0/wzoc18ljF8qMfkXbg9ucV20+I8PWS5oatnLLBVEr30RyOpfFZDqP9jaBpkd7IiGVroDEMGf4\nG6YYjnFeRfFfVI9fE2pXgi1CZkZIrc3EdvEignorF9xOOpAqbxf4h0fRNOaFZYoJ55f+P5tzL52P\nlLLng9BjGOa8p8b67d69Yxar4M8U2zPbBY5HWUxkkAsykA5yzAr8wIGRgdq+yy+FOVPn5TzqjcU0\nE/ijVfE9jPZ6Hruky3MSiRori3cMh2HcS6FRsAyQQO1cv4k0DQtB8N28uoJLqNu+thryWyuHkS0k\nDMSHfrJuUAqSOgAznNSeEbiDxrDNLP4cntvFemMTcWhmWN7mBtygq6ZXB3gLkYBxz1qHRNahsPht\nq/i3RvDjW1mmpNEttISxErKsbb0PDxgnOM8M+QcA16yjYwauZ+s+KLmW78Oazpkcn7lr1LSKGMGK\nVJEDRgHg5CsAw9VyKo33iTy9c8RahoIWCPRNAns7WRBJGBKY3d1bcW2jkkjqSqgdRXQatpEukSeE\ndMhmVTbwyCJ0izKJXCCNigzvClyNuBwnJG4VwU81tJPpvh+zje9SbVbgT6qRJG9xBbrgswYlWkZy\ncnGeB6VrBzS3Mm+p1/gfXNH08ab8Oo9KSZ9SXzvFME+XVjxGqYbduPAYMMbTuPY12Phq3sPC3x6v\nTeXET20kdu621owSSxdFVQBIpVlYBh90HOc9CK818LeJbbRdQ/4WRr9tBDd3F6kDQqhE7oGCwqDk\nZkIyWGB8zH1re+HGjiz+K93rXxC1q9tNTvXebTbae1E0hiLKjyunJwoBHBwML6VlWoqpH31cuNST\nW9j234bftx/tZ+Dbnxj9r8W31xZ6HfMLHS9QQ3KtGoAgiAzkPIhG1gdrFTwDnPtnhX/gqrfeDtM0\nW5+PPgezgjvrZQt9pWobZA+NyqYpMMSGO0gdxXx741ufiL41+PB8HS6ja6fpyhHysmEeDaC8cjKP\nlJIyNzDGABjkl3j/AEaD9ovxZoN1pmjS3Np4dM8Wr3ESswkddhCk5KggkndjHB5OK8bE8P5ViX+8\nhb00OiGJqwejv6n6l/Cb9sH4AfGieCy8OfECyttXmyDo2qSrb3ZYHBUIx5JzkEHbgg5r1CGWC3+a\nFjs+8SwxgZxgnoD681+M/jW68MeEvFUHgnRrSfWddtbh5HPmuI7JnVVDZUgqyhDyOzYzxk+rfst/\n8FSfjz8M/E7+EPjLoc+ueFbP90Dds39oWqrnDxTuoW5HAHzgHGCSSc18tj+EsVRi6mHnzLt1+Xc7\nIYyMmoz37n6dTwSSkT2dypHQrjke1UNXtGVft8KspXhlYchvSub+CX7R/wAH/wBojwl/b3ws8Z2u\nqWPCzpG+J4mx8wli+8hHcH8662ONnG6UKMjBUDhx2OeR+Gc18o4zg2pqz7Pc7FJeqKCSFma7jZd3\nAcEdR3xVbUQjEzqRskPOB09qZcPLp16SqZilJEW7gH1qSHyyGtpsYc5GegrSLSWpTWtzA1mIcyxM\nCpX5j6+mK47W/wBxKzlunQ9iDXealEmJLcvk4wqAcfXNcR4gVwJYF6DkbhjNTKzRcXrocX4ptJLY\nDUbaEYDAuo6kGsS4U7jIHAUrwo5PNdFrkt5iL7MRjJWRW5B44BPb61hyxiZSduxkDCRAOjA/yqI2\nijVvuVUJEowcjnpWT4qhDo5ZScp84DnGegI9K14I0jG1j9D1zWbrscsqsIzuzx0rpozfPoZSTueW\n3NpcG4LSKysHJ5HHNEMjhfKlGDg44yPqK2NStt8zsJSuWK4IzWZdW5hjUL94ZH1HpntXtKcZ7GOq\nZRk0mCRyw+X2wKKljvk2jckefoP8aKLzH7Sn3/A77xPePDG8ca4bBNfPXx81G/vpI7e8tjHHyY5k\nP3D2x7e3sK9+8YLJPHmPoR8xz2ryD4t+BtT8R6c6WDKXUgqzOwUf4VOUTjQxKqTNaycqeh4u9xE6\nRtdBZHXhJYuWH1A4+uaatwssu5nIYcmdHIbPb3GPYiue8Q2t34QvHtbm2jmbzMO9lcbgCT34GD+d\nNg1SQoSl1GqnkByCf0r9IhGFWndapniSlKE9dDsh4y+JFuhs7HxnqBgIx81znj0+bJNVpZvEU/77\nUNaZ2PXepBP455rnYtWaOAJLfIAP7oNNl1OaRFFvcFRkbsAnC+vNTTwNCnO6gvuD28tnc6aKK0SU\nPmSRgM8TbcfnmtXT9fsojsndWA42J87D8BiuT0qynVvNvLpzHtOWBwCOx/8Are1et/A34UDxDqMe\np3VhIbSPBRolyXYnPbk1rUhGmrvYmLlNnV/BD4dx+OJ01K+TULWyRl2tPakeZjoRuGMGvsz4O6fZ\naJHHb6R4iu7JgAEEKRqj8fd2HKn3JFcd8ILOPw9aLDNokwiJUbW4KH6MDivXrWexMCTafp0KyRkF\nBJArMR3I4xn3714uJrSqp9jZ7G/oEE2rXjw6laXa/Z1zFPaQ4icnuuc7H9YyCPrWnqGlwatbRyGd\nboRNtLvAqvx/CQp6/wDAVrM0PX98P2iOF93AE9pM6MV7DB5wO2Rwa3BcNf2JRtRDg88wjKn/AGyM\nc+4ya8aUdbIaRS0qytpL4W5hMRjUFGc4bPtxyK27nT73S3jmktYrlChfdEdzBcjgjqe3SsrTLlYY\nPs8t88sQyIxcvllPsRzj61bstJu47yHWIb4AxtlRs3AfhVunJuw1aLdzT8H6pdTC4t7yzQmSTfAi\nHBUHjOD06dDXe2HkQ6dBF5hYCQbhtrjdGFxb34vUs1YOevQk5ya6K91IGIPF5kcg/hKgD8P8a6lQ\n0TMHJJnV29k1xf3DXFuWidAFAHQjuPbpXReH9HtJLOdARJKg5jI+8Dg5H04H51zGheKkbS0+1DBT\nrk8kY6Vu/D6e71C4Oo3WEMifKqrgAdvz610wocqJbualzp0c9sEKBZ4sbZHAIdc544qGXT4Gnupw\n0eCgHktzklgjKM85JYEHqKv35lsLgqVDAHgHtg9qow3ovDI0UY3qxPvnOc/nWf1VyGp3Rlz+GdNv\ndPmbUNOSdYyu1M5II5DfUYrI1r4e+Gddlhm13S43eJCY5Qo3KMdfc12DRFLXcinzAfl54I9/WqWs\nTzRysloioxKhBuzgd65sRhoXvKN0Eas4/aZwE3wD0qe0MEe4PGA0yocFwWxkAj2OT6V5/wCIPC+r\neGdba1u1Zo3fJOMbz2YehwMH6CvofQ74T3cN1CxIDbRJuzuGOQR+FVvi18M5fF3heY6Kifb9u+1I\nwMuD90n0YEj2JBrwM0ybD18M3SSUrHbhsbOFRKUm4s+dzbyFtwiCoTxj+tWrW3lkgZY2DNkHHoO4\np8un3dhPcabfQSRSwSMjwsMlCOob0IOR7jBpYZEtVAd8KUyXTB2gckkd/SvzhQr058rXU9xvninF\n6D4yluJIo3zFIQVDfwtkDP0PT8KS/lbTLk3j27SojFJYVHRehcd8A1pDwzrGqaYbi2tSjBT8g/jX\nbuBz+VLq3hfVra1sYbVGkublWEMQx/pMqEM1uM9GZGLAfxFFUfMxr3KOR42rh+exxyxNOEjKuWt5\n5LnTVdXkjZV65IBGQT71iX9hPNjzJA0gJwRwBXS2WhPqURubWANcSQ+ZDJEMNOiAkqfcAEZ68jPS\ns63kttQUX8TxokbMLhnIRRtPzF2Y4QAEkseFK/Nwa5MTluLwrTqR0N4YijJmNYRxJdLcTqUZBjG0\nkbjxvP8AvGryWwljjlwABGC6t/FE5x/47gY+g614h8Of29fg38XPic/w/wDCul61BZzzNBoPifUb\naOKz1WYDciohbcI5F+aJ2xuGG2qrLu91jv470wbY/LkVmilj29Bj+XOanEYPE4J8laNn5msakZR0\ndwtE2Rukw/eJuUr3Az8pP4cUnmmeNvkChOGAHft/WonlkjeG53ZYYhlB7qCCpP4EDPfFXJIFYPKs\n4D71ChUwCCeT/n1rmhKLRUGnsZU1usPz2z7WI4GOM1YEDX9irMfnC4UkZ57k4qSeNUjlikfO3cyl\nXzypySR1ICg5xz36DB8K/av/AG8vhv8AsnGHSbnTJtd8QXFuLp9C0+dUktLQ8/aLhirCPIwqxn5m\nbOPlwT1YPC4nGVvZ0ldilOMI3k9Ee42v2eeIW+xfOjHzYON6/wB7BP1/Kvn/APbY+MWh/Drwy+mv\ndR+bcRsyKXIY8cYUA7h6kdK+afFH/BQ/4u/ECO68WeHfFVp4cjkIiisLFfOMRLYwWkX5uvUDHSvE\ntd+Ifjz4+eI9U0Hx/q9xd67o5J0/V47sRZRl+Vdrcdc5A619zlHCWYrERqYmygunU8rEZhRcLQT/\nAEKPjT4kTXml2niWKOKdbm/W1aVrrCwO2QrluF27sDkZ5XniuU1TTr34jWmp3eh2s9j4j0RAk1iu\n0NckMrq3RQ+QAVzkEbcnk1u+DvC2l/Er4b/adOtDImoQJb69ZWgAe0nUrmZEA5kV8cAHj5iFxmsy\n9u7bUPB8XxI8P3K2/izwZd/YtZt7fcy3kBmKM2CxBBGSQePm4OMV+l0KUKS5I7Hgyk5PU0odcbR/\nFWga1cW1wbPXdJj0/O9o7iCWNyzJIoxwckfTFdb8bfDyeGNDjk02RFtPEGuQB4vJDIrIA33e2WL7\nvXPsK574hCzuPjX4Q09Rm0urVrl7aVvmRlCszsByOM11Pxrit9L0/Srm7u1meTUmntIosqYoicqx\nQnoMj5utWuccWc34+8MW0fxI8Np9pEes2OjyzhrdMBAZRhmByc7M9xnaPQV5rpNxaarqGICpWy0u\n4urNHYDDSyysZCCQMDCnr0J9a9M8dXeoafHq/j68tPPll0uCwsIz9+RnYhVB9Tnr2ry7RNDkvZrj\nwtD/AKQ80sVqrouIpLe3UAKT/ty4U+hFaxsokPdFmTwgbTwfpd3rd3c3up3QlmslCriaZnDSEgnK\n4wBuGPYV7X4H8Op4Z1G28Ya9Hd295qGi7tGv7W0kvLfYFO6Ik5ydxy3HQnBHWsPSdPbxR8Rbbw7I\nouYNNYteMsgLO5VVZQRyzK3AX+LAHHNd0llqEXxA1PTo5tkOmWxisbG3ZtgVlwJCowWLKfuryOCS\nc1hKpfQtIxvgp8PdT1K61K11iSS4k1a0d7y2mLKWWRQAuGOApOSM8qDWjoPi/wAC/D7V4/A/wo+H\nd0Fhv2TW5obUIbcrkFMq2ZU5I5BBA9eau+B9G8ZeBPBtx4n1LREv9UubvaftU8cTRRM2CxBIGOgH\nG0AYPOK0dP8AA3hzQtf1Lxl4m1W9iF3I8lmYJSChVUTbGiqQ6EOT8xJHU9GqJPmHZHM2fwCn8Pa5\nqnxb8Z30O3VNUkY3X2lopUiJ2KzB1w3GGIH6VW+InjTwb8MrSHw7YWdxrettOHtI3Zo1VWx8hcgM\nqE45UsB0xXVfE/TZfiI2haXokwvLa3mV5WDExFgmSGAGUC5GCQRn5SG6jVs/gTANUi8VzpBql9Fb\n/Y9zwqZIYcsdwDthpNxB2kYO08YqL2dylFNWS3PDPgb8PviPo+p2HjHwC40u8urlr59TsL5Yn80N\nuZFCkYIIw27KlcgE19JfAH/gqZ8aV8Qa/wCFfiP4Ui1mz0hxGl8jCCZJVbkO6MUlUryDtBB6k1wv\nxB8TS2vjC28CQeFkijh8KXTvc2J2s5Uk7MJ8oYAE4HPHU1znhHwbofh/9noale3MrTatbyWyStK2\nZJHVggCj75G9dzc42nNefi8Dgcf/ABqevc0hOpRsovTqj9Bvg5+1z8Hv2j7CTT/Bet+TqluSsmlX\nrLFKpGPmAJyynPBGeCPeu+gkYWoE5bcMgE8bmHBx7D8K/JiLwZqPhzxVbaf8LrRrbxTo0EUl1r07\nSGOy8uMEmMgfMSQAVPB6HAr6m+CP/BSm7tPhdpXif43eDr2eWYql/rWhW5liOGK+dLGcFGbB+7uX\n1PSvi8z4cr4VqeG99Pp1PRoYyMnae/4H15qTSzQ+audyrliowAK5DxJEsym6RR3DeoP+Fcl8K/23\n/wBnX4v3Q0nwh8S7Jr+T/mHXhMUrEkgYD4DDjoGBHvXaa5faZETLNcIIpOGbcAoPsT/X8M14FTD4\nin7s6budcZRezRwupgMWjEXDfeyeN3asi9gdJUnhmUFlwwx8r+v49q6bVFgJbYoKoc5VSSffIGDX\nPX5XfITGVKkOML2IyeK5nCa3Rro/NmPdupAbYECjAUjkGs2+nL7hgHAz8prSuJ479vtUEaZCZYE8\n49x61g6lLGp80xgLjAIBwfr6VpBtO4S+C5y2sMqyiVc7SckehqndQo2MnhhxkZq7q0sazkMuUbrj\n+lUYwQ3ku3JGVPTA9K9WnKzMGjJmsnD/ACRqQRnPFFaL/Zw22SMkjjNFdftIiud/qenfabRmVRkc\nBQ3UVxus6HdKSJE+RlOT2AFeiWFsZAFZjsxjPc1k+K9Mks5bUNZtJbyo0U8kRLCNj90kDpXkQxDp\nM6lD37M+afiB8IJPEV/PPbXDw/eO5k3sF77R0H415Pr/AMO9R0i5Wws0Ylm++o8yWX24GFPtivsu\nXwVHd3AhmgONoEghK7HOcrnPQ5xVa5+E9taTSX2naNE1+6FYp2+byCf4gOgx7V9HgOI44aHLUZz4\njBwnc+ObzwLqemTx2V/G0t1IoK2kffP3ckdCO9aGmeCvF+rXw07TtCuLmfAHkWsJdlx78Cvrbwh+\nzbodm7y3eXvpWJu7x1yxZj0XPAPqfTpXong74feE/AsHkWthbwhSSzbcAsByCTyxPXmu6txjSpxt\nTV32OWOXR3vofK3g79lD4j3IHiDxfALO3iG+O1IDST4HOeykDt7V9BfAj4d634j0dWtoWtLS3l8t\nZo0ZTgEjgjr7+9aer69J4uhbTNKeW0tCGia7iUHJPQY/unpmu9+AWmaZZWI8OywlJopNp+TILeuR\n69cds104HF4/GR9pidF0RFSNGn7kNTTsfAknhTZt1Ock8meSV2Dj05P9K6ez8STWNvHayvA8cgwo\nliKsg9QwroNZ0iKHSI0k2ssLENvjJA9gRzisK4Ux2pto/L24HyKxYn8CvFbzkmmjB7mlFrK20Kzp\ndNExI+ZSdx/OpG8XzQXEf2W5DHILea2GHvznn6Vg63aXFxphdZC8jHYFhypDe+efwqp4Xt77U7tY\nfspZoWAZTGc/kd3864oRcp2LVrHtHhBLfxDbATaeLdiThmh3K3GeoPFdO3hnV4oQLGCGRAMHynwT\n9RXPeBdLe1s1EkLoQudoJGePQV1dtdXkI/0YFQBllG45+tenTp09mYzk7nOXsWs6dP5sti6Rhh1k\nIB+la+ja2b5BE0PlHJ2b33D8+1TaldLrVm8DS+WT1bBANYa2GpW0nkWssZQckqoB/OumFJKVjFvu\ndWt46R5dS2cBth4/KvSvhtqVpPYC3bO0KAuE6Y/wrybTYbuNFkliZhnb8pHB/H613XgV7mFgbqYq\noPGBx+lbez0M5NtHbeLJ2sdl0oMik4Ykcn3NZekzKb8yRfMHOMe9XfE2rWV5ooiUgSIM9OtZOiRn\nzI57YkJ1O48A1EKeuokzbtJDGJ1cbv8AnnnsPQVy+tTz/b3jVgGbnGegrpHljgtmuJfuFNzN6Zri\nrjUxrN7JdcKjPsHHAUHrXNWp6lcxveGNVttMmWJiSXcjG7+I8Aj8cGu6t7pGKwSKEZlJG45V+MH8\nea8wvdPh022j1ue7EapKPKGMlz0wK6qLxBaxRW1zcOw8uHLbJS2MkcGvncTJxq6HTCnzLQ1NX8G+\nHtanlvdV0G0nkkOXnxtLHaV5I68beT6Vxl78AfBL3b3NjqN3bYcYt3cNGQy4IHf14966PV/FcVhb\nC5ihEkAGZDGwDJ33Edx65rM1HVmuII72FfMgI3bd+8ox5RgR/Aeme2cVwvDUJv4F9xrGpVguVN29\nWYUOmQ+F1ttJWcTrDH5aSHqw29SPocfhWsuh6Nq2iTXMsYeeynhvLJgNrJKjZBB9QwBH1rnbiK5b\nWnuZSoiDEjC7iOBleeoBzz747V1G61sbW2S4dpTPE2URvmCgbyB7sowPQivVw87Q5DCcmcxb6Lpt\nzfXUFosbGOTzYHXhRI43FVx2LBwR6KPU58q+O3wZ8OeK/DOseH5YNtjqN7dpcQxuQZVntw7RsBjO\n7Yfl7hea9iWyudLgFrY/PdKRcRGM5aUIwI2r7ooU+u5s9TS+KtH0i+W5v9Mt0eK6WG9tJjyTKkfy\nNjtuidlx/ez61rXjTqQ97oKnOUZaM/MjxR8ENdsfiX4XHhsRi1h8QQXt/dI+AESRZd+31KDHvxX2\nNol9bazPLcWuHEUrbW24DRkfMT6ngj8D6ivJv2gPC8XhvxLcW+k3cts9u4igkgbBkiUb4gc8lghC\nE9dymuI+Fv7T83hfxDdeH/Gl5EjQuxtLoDAD4GFcLxh+AAeM7v7teHn+CxGYYVVoauOh62FxKUnG\nWx9M6lAiTYilCm7iKAspwrrlk/HjH40aUyzpm6OWDLFIVP3G3AZz29c1nxa/dapp9q+pWT288ciy\nSwuvK5w65Prt6e1Z/wATvHvhr4P+GdW8f+M9TFholhZPd6lP1ZBgY2D+KRmKoi9Wd0UckV+fqnOp\nU9nDd6HpvZ9lqcb+15+1F4Y/Zc+Gcni28hgvdev3kh8JaKG/4/rzByzbfmFvDgSStwSqhVO5hX5y\n+FfjV46g0jxr8RPE/wAOpvF+u6mx1HxZrNxaJtSdwFRAMfJGoAKIo2quMcYrX8Y/GPxV+1R8XNU+\nNniyBYmnAt9A06dQ8Wm2SnCQAjgyFQ0rN0kcuGzlK9L+C/w+1e00v+0dC00GC4LDUoLyBAZ7aRU3\nQswG1lDglQQWVemAy1+u5PleDyDAe1xLtN21PFxFeWJqKMOh85+LLWabV/BWjx+EjpN14gkSZZ7e\nVRFNGv3iGB5CgEkHkbe9dp8fPgXdaR8HLv45fDfV3d01m0lnMSrm3iUshYMOGTftJGM4wT3r1Hxj\n+zvrFrpR0jTLG3l0mymiudKgNwPM0+YSMXkjfap8soSm3+83PavN7f44+HPAfwi8WfCPxp4kt77U\nP7SdLbSyS7rE77UlJC4JPG5t3HQ9K+hweZYPFy/cu5wVqNekvfWhy/7NFuPAeox/EPxJJHBpPiLV\nxaLMoXEd4w+64Y8hsB0b+EcGq/xB8I6f8H/2tba98T6alrovinM0V1cQfuJY5E2NGSvDhZcHnlVx\n1xz1Pxzi8IaD+zp4c0lNX03UFtD5txb2l3HM7TvgBYwh+fbwCMrtx2xTfjN4s0rxj+yr4fm8V2l3\nNrVi6w2/mQMA0uMZJdxkKqLnk5Kg5OM13Qd2YKNyh8R/Bv8AYX7V2kXdvp4NjeaVGLMykEFWTa6g\nuASM4OByccVi/tV+G/8AhH/iJocKzwGUW3lTsg+VNrDCknjlQPpjBr2PwFc+HPix8MdE8f8AiUxt\nqHhG3ka22OH3uiAqpc8kbwCDn5jWT8I/hNJ470abxZ8YppLm7+3TS2aq43R7zuZB3XjPAx09qbxC\nprUag3pE8U+JE3iTxLead4R8ORebFZ6cb2GCRdrGR1KJvHRQq7mX5uSKjFlBYv8AZdAV7qaTw1a3\nWnx20ipIJonUuX4wjF13Ec5Br6S0/wCEvhbVNU1Pxfe6QiiWEWlnvjUMlsqFQucZYjJwx57d6z9I\n+DXhvSBbPfIVgtoZYImKjcQPm6Hgk4AyaweMpWKdGe55Hol8G8VP4nijsbQGxF/cPFJ5XnkAqFGe\nQwYAMOjEcjitXwza6j4mtbfxnqGoSKj3aPFCzhCq5xy6ncpGCFAOME/SsjWrW7uY5tdg0sQyyXKQ\nbWkc+XbyugjJKHDMdxbaAeTkjmt7/hCvEsFppVrdwQeTLKJIYdMCqyIej7eCW6nYQMZJx3rWfR9y\nfeTsa3j7Wda8QeK4z9uuVtzEqwiA5XA2swfGBgk5+bgn9LGqx6v478OXPgzVybb7FeLJYPE2GMZx\nuErtk89gOMVT07xJY6Z4ni8IaAY7q5uR/pXnA7YQMrvJ/hbkcd8AdqqPrWs+BdYk1W5tYb++vrzF\ntKqfvDEeGVAWyPlwxAHBNQNpo9F0Kfwp8IrGzhtbryr6RwRaF8uJWXaGUg5AI4Ufw5PTNYXi7U/E\nz+MbTzfFNzC1zKcot6GaNRn5Ni4BONwz15P4ZHizTxJd6b4v8QXkdm8YCxTZyrM2cKB/EenPXNbX\njW6vrfwYuoqIIrqJl8ueKEl+nUhuM4Pb1NTJIqG4zS/C+qXfjzWPE3i9T9ikgijsWhnCqke07WwM\ncjOSO4BBqv4f0SL4jeKJp7COS00bQbsLp1umQZpFGfMAPCLyMhSfxqx4yv7zWPCWl6fps7ebc3Uf\nnzDlggwXwV24O3PNdzPqPhr4e+E2sdPsy1xJBIYoURSxYpwxJPy5wOfauWc5Rdi7K+pwj+KpPhj4\nAu7jXFa9utX1FoIpImOUklYhWJPYcHI9K0vh7pnh7SdEsPCbBTAbHFzJMfvMCdwOeG53EZyevNcX\n4+uZL7w/pOhalbm4kN3ETtO0AKNzZJIOQSAMewqt8V/HGpaLo+n6NoYa2SUCO7vYo8OxJwkSkHIJ\nySSOeD60/ZTlLRjvynMReCo7dX8HWFsttaDVLl1vJowYxEr5Vd3JAAP16YNZGm3PivwbrC2A8QX1\n9YF18y3vjLPJDkKPMidnKsuTu2kcLzW5rEXiW18LWUqXEgS91FYZ5cEFVDfMpHqeM+tQ+Kl0kxF4\nLRvsmfsl7a3OV8ssMLKrD7pIBGB1H0ro9lTqJ8yu2ZuVrcrsdtDeqUt28B6zq9veXAYNcWWoyxiU\npjLAMxX5ugO0ZxjtVCX9o74ueENTltfDvxbvNXnikKtoOs6Ut08a55UvGFZfYnPBGOKy9e1U2Pgu\nOWN7uzjs4VgtXgkOZosBoJWZvqRjsB7159beP7yC6ufFttq80ct9ErSOhwC6AIWIPXcQT+Ncqy3D\nSXJUgn8lccq9SDUk3957kf2vPiV4q0uLStO+Ft54f1AwsJNXkiZ4R3DIGwBkA4Dc1z3wl+JHxa1L\n4q/2x47+Jt0+htbStPBeiIRytjCKgRRtIOe9cV4K8VR+IN1/461aOaysGEt4kcQEs2eioV4GP7x5\nr0DQfF6/EG+Tw18GvBqWoRd8l3NNvQRj+Jz3/wCA81zTyvL8Nh6lP2dl3ZvCtVqyjKUr+S/U9fuN\nR0rVYjJpd/FNHkbWhcMo+p6/pVeeJudxwfUdqy/Cvw+tfBEFxfT3AvL67Obm6CBA/ooA6Ed/UVpG\nfeChG1SOgH9K+ClCEKlqTvE9hXnrJWfYEkG350KnuMUUkk0UzeYUPP8AfHNFTer2FyHqGlOIWWFk\nfdC5DmTnP0rYmshdQfvQCrjGPWs+xtdsw3IFDRgDLdD2rY01A6eTINxUcH3ry5t+zRrKZmzaFDAo\nezUABNrBhwR6VPDYQxRL5MTMj8FeyN7frWlaoMCDGOemOn4U4wTCVoBtIk4BHGD1zn8K5pJstSuU\nIbMrMN74z8pHp6Vyvxa1TWF0+20PQiZLm6YgKp+ZmQhlA9iAR9a6PxNruneHdMm1jWphDFBGzNK4\nIAIHr0OeK4fQWi8d3MWv6hcwxvPMktrOJ2EkW1sLgp91T1II5xntXt5DllbFVlVqr3EY168YQaT1\nOt8LeGI9Qkimt5DYXZjKyQXcBWMyk52uO+cnB7Hr2r0vwD4Rj0e32XlqsLsf3d3buA8RB4VgfvDs\nMdqq6QdREcV1rWkyXJCDzZ7YKxk54JBZQ4xjkfN68Yro7DxWs4drO2uGOQA0oZACOAvzgnpjgGv0\nXkjyO2x4spNSuy3dT6uyB2vUjYriQI33x64qpqFtPFYlnkcED90R8xH1B6VNIIi7XEkqrIGwqANw\n3sTyaLSSO/L28zF3bhgOSa43C8GgUk0c9Lp5lljjl81myM7pdoPPQgdfpXZeAfDk+mS+bbkq8jcx\nrwuPSs6x8I6w97/aMtqzREBo4mzk+hArsPD0d/tJjXDIeUxyD70UMM4LmBzUVY9B8NQJHaA3ODwP\nlzVrU5IGTeJCqE4Ra5Cy1W7092eQkq3CqDnHvWvbagbpVmncY/hGfvH1H4ZrtpRfOYOTTJL92kRI\nIiBlhye9XYJRpUAkECFuSTniqrsix/aUiJA4DEcY9qqQ39veSgPKzDkBV5BNdpBp2/iZrucQXUSC\nPPOw7cfWuttfGtpDYmCJREAuAW5Jrza7vIbe6+RmVh9xduQT71Wm1+83hLycjnHTj8Kc9gUZM9P0\n/wATC9jGLj5d2HUdvpXSaLqcFsoIAMeeteSeBdehk1abT5yWMqEw9sn0Fdja+IA1mE2bnjGZY+h2\njuPekNpo6bxzr/2TRisOP3oyqei9zXJ6XqUNlakTPxn5SehJ96j8X6qNR0lZ4r0MYIwDC+FkA+nW\nufuNVEWk+XLqRVlB82Jo+CD0I9x61yYnZhE7Wx8SC5imgkiW52RBI45pQpJzwFY8KSehNS33izWb\nONDZzebI8YJQMu9scFl4G4kEhlPXaDXllxr11ZFrASMESPMcKHIJ68n+L6duvarS+IdZeSKcSJCH\nkO8JIrkDA5AY89Og5r4+qpzq3Z3Qi+VM9K067j1yQP4ZvlgmHz/2XdElZD/sk8pznj1rX0rxJFPp\n4VFEUkc5W7gkjLGBu4Y4+ZTjIbqMCuA8Laj4hutVgs9YmiXzpGFjepEqusgXIQgHcCwBAz1xxXYX\nVyklwNRlwDqdom5oBxvHAb64B/I10U6fuaGc37xeuXs0uDfSWruJIQvzncWCkluf4vlJwfoO1WD4\n3sYbZWkMMM2zbCSMMYiM4571k3mtS3NxbwaZIRHbsDISud0YBDEH1zn9K53xg0Vpe21zpETPnmOO\n6lYK4P4YBHSumlBzaiYto3rLWn1rVS9vdJGyW5QNIx5P+zjpSHUYXWGzubppI4ZQjBVzvI+UjjsN\nx59q5618P3kKzOhFkyjPnfaw4Ktj5AOvfrUImuzbbLPUlth5RVFB3B19Sf512VaLWwo/GeMftlaR\nDoAj8Uqq3dp9kW3l3HBMifLwegz2Pqa+D/ixZG61V/F3hWaN5dhmayaUl5p4yHRTxz8yhcd8+9fo\nX8ZpdL1LRLvw7rsKyWd1AQYp0yq88Zz+dfBXx4vI/gn4w+yaBYxR2mpqTHLf3S+SkoPyIsrY8ss2\nMKePfpSwkHKTp9WrHXTgnG76an3CPHularo2n/Eq6vLa20u90OG/laeYxxoixhpGL9UjjLNg9evo\ncfAn7Zv7YOnftTeNH8JeG769TwZpU8dvpGky2zRDWr3cypdy7OkYLExQk4Rdznlzi3e/tA6z+0V+\nyt43/Zo0yx1GHxTpFgl9CFXbHJpkV5Cs9qF4KSAARmNuGRo2HRq8t+CXwK8Y/EDWNK8JeDvGM+o6\nrbTgybEkNho0C70eZ32gTXLIQACdxAK4GVJ8bKMnwGVYqricZLWLdl280dNevVqwjGl8z1v4PfBb\nUPEkNh4WTw6bKS3hV7p3Cjyo2ZXDMi8sjBSAM7uhGCQw+mbP4bS+GtFFnZxeXBCSu3YFJYncxIHG\n7JOSOMbcYACjqvg98J9F8D6UtqgknmUCWS5nGZJWACszHscgfL0UEAYArste0mB4Hle3VkCEMhXg\njHI/Lv6181nOfVc1xXs2rQ6f15nVQwyoRv33PkP9or4jx/DnwddaPaNNJr17bumkWFooM0wHDMpb\ngBTjceo7cmvjX4a/s5+NNW8SzeI/FUL6hql2WlurYXHmMdxJIKtgtz0P0r6Nn03w3+0f+2J438Te\nM9ZkPh7wjP8A2H4WthIREJ7aWTfO4U7pCJRK3y/e3jdnaK9PSHwjpeuLrsVvI91HpjCO5jt2EbgL\nlVWQD5mPbmvvMkoQyzDX+1NXZ52KlKrUs+h8nfBT4WLbePb7wR448NtYRXO5raLULdVBHoCpO4em\nO/Wuv8f/AAG0nwbokuoNe3+qafDcgS2F+4kgtIj1QB8nB9a9F8LeDEAv9X1Gb7VNJfytbKAZDp9w\nuGYofvDdkAL0BNc7ca3qmreOrKTw/cx3WieING8lneUHF2NzOzk8AAgDPTJHtXvRxasc/Kr6HL2W\nuTaHoKr4T1yGTRcKptEUfuMH+P1HcjuAa2/DnjHWNd0GK+t/EdmNMludluLOEIM/xcj5h949Kqfs\nyfs+/EuDStWsPEhNrYyXs8NgZlUAQhiFYIAS2Qcqx46V7n8Nvgd4F+GmiRaRo2gRgQt5kryZdnkL\nEl/m4Xr90V81mudYLCe4pXkb0MNOe+h5wmpeJDKINIuJLrahMDujJk46Yx82KyPFfirxK9s1tqOm\nzxr5WHlZSy5yNwwCME9AfXFfQN/ptokrP9njCMflZFAwPoKxtQ8M6Jffu73TY5485kjcfeA/+viv\nCpZ/TTXPA7nhbq1z5lv9O1iLwxdanqXhZY2t7sXdtp08hJd0G6PzSq/MMDPHrin+GvGOmXdpY694\nm1WztLi8UlbaRiTGoGBGAwAySNykjIAPrXufj/4cHxzFb2ltqwsRC4LARZXb3AHrgYrzb4n/AAYh\n0i3XSdB0sXhuJxLPIUVW8lfviRmGUU9Pl+YnjpX1WX57g8RG2zOCvhasZeRx8Om+HIdWv/Hf9oGX\nT23ec825i3zN82VOAM5AA4+XI61j+EPBTeINSn8byanNcWrnELx7giqrHHMgI4AxxirHxds7bxR4\nNt9Hi1MaXax3KxyaXb2bRGVmIVWLHqqgAccd+5qr8QvFs3hrwhZ+B/A8+57hVtEWSRgjsOp9FwPf\nnr3r3o1KdWF4nFOLi7EfifxzYeL7+20i0tJrlLK6wsaphWIOMgnb0+tdD4+TUZvDVg012kf2ZszG\ndmUFccZw55xVPwx4NXwJ4YS48TLE06lZGkWNVDNjJCknmsC88UXPxa1ua0vpI7fRrTBhjwzFz0y3\nQY79arm5lZF2a+E0NU+K2ofY7Dwv4a0lrmO7XYL1XK+Qo6v83rXU+K9f8L6TpUOteKb2NntLRUiY\nuSRwMk/j61zkMljp2jrPZqjgJsWVUyqgdcbuoHpXh3xN+JGoePPEs9jZys2m2lwyiUAqJMLzkdxx\nwPSohQlVqX7GU5cmj3Om1n4k674+1awurSKJYbKK4FjFDL8qSFj+9I6klc/lmrvhfx/dWeiajd6/\nqE9zJZuttCyxeaHlz0wPr+leQaPqupX+v/YNBdGlmdzB5RK7HWMruz2QBiT7A161otvpdn8MdO1H\nT7VRf3F9FJKH4SebGGGMjIOMg+1dlWlCK0MYzlLU9N+HeieFh4Qg0XxL4miW83C/njkl3cbicAH7\nuOPbmqXivb4yiuF0izBs4b5FnuXUgMpYMMj1GP1rM0bSf+Ep8cGyvPDspNnZpGnlooWeBwGYErzj\ncMfhXZhdN0cXF3ptoYbG9KxX0TvkwSLwWA9wOvqK5mrG2r3PO/inY3mk/Cm+Vnu5ZorwQRbyPLER\nJGRntz16V474QspfInt9QuZVgMQSMbMKF9f/AK9e8fHa3t9T8LW1/pGBFK5gaNicuirvTJXJ65OM\nY5968xuLdPDOk2WntCN8khecGPG6ADLgevrWsJpU16kVIuVn2K6a+3gZHttGuHntr6HZe28kW9Sg\nHDAV6N+zP4kfSPGmj3FvPLJaXd21rcrCSsVvC8ZZSV6k71T9a8//AOEU8KanpkuvprNzbphkiQyg\nNCwAJYg+xHy+49a679nr4XeO9M8bRXniDSL8WTSiDTLgHy/MuIyrzEp1HlpjMv3MsEHzA1jmcKE8\nFUuVQlJV4pdz6lvniuHZoZkYHlnT+o7VmtuRMpkHdwR1FbWoW0Fq4SKVQXOVIjwG9Mntms6VQXIP\n8PJ9j7+1flEJ2PpG7FR7UO24s3P+1RUlxaB5S6BSD3waKjmRB6vCNrMEZtqqB0zyTWhFJIgWRBgj\ng1WtJABtZByQT7k9fwFTWys0pt2dQGbC89685Ts9ToNaGNXjSeQ8HuB/nFM8Qa1o3h/SzqmqXIEM\nZ6gdCMHn04P61Y0mOa8WPSdPhEtxM5ihhX/lo+doXJ9Sax/22PhhB4S+BM1xLPdG6sIfN1FbWU5L\nkqNp45C85Hpz2r2Msyupjn7SXwI5sRXjh7RW7PmH9oL43xeN9flhuWebRLSUNbWO4qsjqfvMV5I4\nHFYnhn9qfVNFvAsEbIm8KEHIGP4QMZ+mK8zkXXvFGoiwsrOORH4hlRmJIY5HGP1r2X4Q/AldK0w6\nhqWjR3WoZa5t48Z2BVLMzAjgKBk+lffr2GBw8IbvseZCMqsnK+nc9B0H9rzVNRlFvazLtjb5jjPQ\nDIx1/CvUvCfxW8TeJfJl8pEDrjzo5F3FCegAJ2nvk4r4R13xJHH4tk+wXNv9mhkjK3yAo0jfecAD\nggsSPoM17P4U+K9lrrxF3KxxhQEUlSn0Ckce5Jz1reapqkpJEpX3PsbQEeW5E97rIJRQWfzPlB7g\nA/Mfy9a9D8KR+GLGRdRN3HKzYCknGfwPNfO/wk8QafeWAWS7jZ/4d0m9go7+wr0BfiJ4S014bVdb\nh89mAyTgDPuRjFcaqU7g4NLQ9pudXtmZ4kKGWTkhQMIvakguYLXAi2qGALEHBrxKH4zaTDcE2nmM\nUlKiQKSpA9DWtN8UVmtS9k++do1BT39q0eY0Ix3F7Ce7TPU08QRyT+VyACckgcVoaF4gTUNTFqJl\nCRLukzwFX1rwG38Z+LJInj2N5rFtjHoPQVqaJ4j123Z4ry7P+kSkvtOAEAGAT278fSsqOaYWVSya\nLeGla9j6CufEumah5dlBIqRmNmeQA8IuMtjrznFWbS80zc8UaGKCFF7jJLYxk++a8U0bx7HIDOt0\nCJHVEUA/LEhJwT6kmt2y8ZyakYIFnXBuC9xhuCFRm6+2AK9ZVKctmc8qUloek6qlvPcefahVQcbS\nmQR6/Xt+FVpLTSjaO0duiuATzgE1maTr8FxHGk8gIC9Af4uuM+nI/OrelajpP29r+SDMEAYbZHyC\nSc5z6A8fhTe5FtLmbE+o6XeLqsEbqiyEHeuCinqAa27DV7/To21ubS57q0RwJJyCpCtzyp+Ujkcn\nrVldeXXLxZLiNAg3eRBKo2sB1G0ckD37VvavfeE9S8MTWGs6iu7yWENtp8KoDIBnkH7ygY5PYik0\n4rmC8tzn77xEbzy9X1LTIVRMhIfL8yOAdtmOfzqfStXs/FVm862kO9I3KmTIOFBx15/4DjFUbK8V\ndE/suySGaUyFp43kwzLjqCR1rL0mb+xtRulgQR/uiBG0m7k9s9jXDWfMgi7mJ4u1mdbOHywYWkG8\nYJ4PQNkHpntn8K8/8XeOrvQr2wF2XFrcttaaS5GyCTnlj/DnBwSePxFdD8VtSvEt47yyjBEMZG0E\nYwT/APXrx3xt4tsr/R7jTLsLKrRZaEHp7kfxEHHzf418pXi5V7HfSalE9+0Dx3LbWENzPqb3kTqD\nJb+fuYAfdaNz1YHkdq9b8N+L49X0SK4/tRJACC6gYdCR94BsYzxkeor88Ph7+0Rf6frK+FtUvJVk\ntceWZ2y7xg/eUgYwOOK+rvgL4tvvirbCLw94wsJbiJN/2doAWdM8hSDyR3BAr08LC7RnVVrs9rS7\nuppUj06WFVkZmZwFDAEAHOT7dPeqVtqlm4l0tr+KW3VjvivZAVkbPVQeEI9jzU1hbXywNp19CwfA\nAZAAD6mqniWCwszbSW3h6K6njbAjuYywYZ5IwRz7167w0rpnLuzR18yJ4cN3PHDeWy28iTR3IIkM\nWctHn1GcqT2J9hXC6/8AEHw1pEALXbrMVxAScShT0yD04xyeK07yG+sbq4udNhntbKWNPtNnKxkE\nBV8MwB5I2nP6V4n+0fBq2k2h0/w1eWj6mwL6dcupKSxuCpcj+IDGcZ4LCufFQ9nTcn0NKcLzt1M3\n4t/HPwW8aadcPqDzXQxBJBbtJvYdlCgk/Xp714pY/sya/wDHzXnm17QrltITeJzqCrHHKGzgFZNz\n5552qMjIBGc16tp2gaTbyiC3ic/aGIkuZMFy3TBPRR/u4r1f4eafHb6YbGGACTjYQBwfX1r4jF5/\nKm/3Oj7nrUsM4qz6niXg39kvwr8H9DTRfAmmQfbZ2kk1HUfL2PdMw4UlizJEmPlXJO4ls84r0X4f\neAtP8NWCXkNvGJ4kMqNHGoycfNkD1z9T3AruNVt0Ox2OXaEuqKMkqp5x69OPWuc0a4u4ZmtZ5AWu\nIysGASCduMj25NfLYvMsTiZN1HqenTpQjG6R0dzEn24X1scRyMZEGOA38S+wI/DisL4g+JofCXhG\n81i9Y/Z7Kylu5SWHzIimRv0U/kK3rmyX+zfJt5yphYMVPBYAd/Q5rwr9vfxM3hz9lHxnq8SgyW/h\nu48v5QTh9sb4J9A+fpWGBoyr4ylFa6pESa5G12Z80fsIeGPEF/oN74107wa0smrTSzy3T27TYklk\nfkD1DEnPcMPSvXPFvgfxdd+Kru1s9QnmupNTjnQ3ZcRRW/lINqovCcgfKcEYORUf/BMjxx4f8XfB\n3S/DmnWJURmOFJiF2OME7gvcqUyTx39K+ivDfgrTtSW58YQKJJL27e4jldWXfGGKr8pzjKgHGcV+\nmZ5mP9l0brfY8PDRVWprseI6Z+z3DJf3/iFZrsyX0qS30cbMI22qqBhjJzsAU453c+9auj/s4eGd\nFijhtfD9vGlv81sskfmbD3XLbua96tNAsbYKqIqx4YYwduWIOD9Kj1HQVjDQoGwZBJHgdT6fSvg5\n5vjan/LxnrqlTjskeZReDibVJ448O/DDoAfp61RvfCLiUEKvCljkcnHXHv7V6dFZxsVRkO2TCkY+\n646/Qe9Nu/DrO5d1IVwRjAOxuxB96wWIUvjB+7ueVL4cMka27wgZBwxGRj14qFvBE0cxt3jUlehz\n94V6Y+hNBqCziHC9AoHAI/oen41LPoSTnz4IfmBJjOOR6qaqdS0bmllc8mv/AARKkZdEDMQGCZyM\neprEu9KvrObIBBGANwGF9ceor2O78PoEwI+ATnnnHpXP6v4XjkB2REgHP40QrRb1Y5JNHjHi74b+\nGfFsAj1nTEnVUKQBwAqZzk8d+cg+9eL+IP2W/FN74ytItG8QJDpmn4lh+2AtvcnlflyeB3r6ovvD\nQcspTbg8egP+HSsW+0y5t5MRDAAyfw9q9/A5zi8K/wB3K/qcdShRnureh8uftDeAvGPiPQobI6bN\nbzwSgwi0YlXXO0YI+6COcdq5p/A+neAvBHlWV+TLNxcW7KUmBHX5Dy/Oee/WvrsQTTTDz4ELMR5o\nIBBx3HtXOeP/AIT6T4504wOkIn8/zAXjBV8HhSRyBX1OD4nhVioYhW81+pwVMGlO8Wz5Kubm48U+\nGp20tZovldEDyYIAPLAV5nZ+HZ/+EVn04Qxq0U7T3DzP8wKqRgkf3jxivqr4lfDSLwV4MRJbmZJr\nflZbm3DW20tliSvzA4Brwz4uW1hptisuk3CT/Z1867hspWZZGIyrbWwQcdAcivqsDiFVneDujjrU\n7L3tGeV/BzQtTi8RagdLa2llS3WCzjvPl2mXdlQ4+6RgjJ4OMd69J8N+GdMj0+D4eeNJTbX6jzLS\nTzGVPMCkkg4+buPQ14toOradpXji8vvEF7Nb2wj3u1tM0csjMAFVcdgC2fy716F4S8SeC/FHk+Gt\nYubu1hBU6ZcyyFponDZBMjDKg5I5OOfpXqzUm7nFC0XY9E8MeMNT1EReJ/D+seZd6FGba7to7fPn\nJnB57nANd34t8W2viLS7a+8OKnmKhuJIUiy0q4xtGO4JOTXB2PxF+Hvg+9utN8i0mvYYClzNGDiU\nkZIZ1+VmwSeKm+FWheJWX/hFLG2iKG5MujTliB9mc7mJPVuuMdulcdVxo05VZm8I80rHU6F4VvvF\nXge30KSOb7G2oNLLqPDngECEex4BJ+7njvVbx58OtJ+HfhK/+IGr2tndXCyQxW0DsZI7WPd82QOp\nxxkZJ6nBr2/wzoVto2lQ2EFoBEgwq7AoHOeBngZJPrzVLxx4M0TxLo9xZXcStbXSlLyArkNxgEeh\nr4+PECeKcKq93yPT+qWh7r+8+OvHs2kalZz2EaO4upBhNgcSuo3bsrzjYQCTjJA9K+q/2VvDVpoH\nwi0loEVxFpcVnahF+WC2VnbywD1LSO7Pu5ZjyQBXO+Fv2OvhKmnT6fdWF5d2s9uYJoprggFWPzYI\n5HAxwa9w8DeDtD8M6Bb6HotgLSys4FitYEYlYo1A2rz97pyx5rnz7PMNicJ7GhceDws6dbnnYzpp\nbXzWlEbhZCpJA+ZvlweTwBWbewIcTW8q7QfuZ5z6e9dJqekyykoFVUJzE2eMe/pWRrEFpp84s57f\naSqskm3gDuc18nSm7anovR6mXyP+XjHtiii6smMu+OHerAFWz2op6hoekQRIjmOSRiccNng/Sp4i\nlvIoKE8ZG49fbjvVKC5SWaFEIYMp2n+Ekdiak1m/i02zaRTmUjAHoxHH61y2hJ2NHZHrX7MuqeD9\nX1O6vrvypNShmENgZ1J8rap3SBSME579uteifEPRvDvibTrrRta06G/S6R/tIcK0coCneCPU+vtX\ngvwS+Peh+FrKPQPEFjLBKsRBvXgQxEHlmLDlc5B4z1rsNU+LNj4u0y60rw9KVZbkQwTRrhEiKq7P\nn+IsTtA9MnPav02OKwOX5YnTasl97PGxFKpXr2a62+R5P44+Enw//t99b8J+E7PT4bRBEjwR4DkE\nAMfYZA+ue1cZ8fdeg+GnwauPD+hNu1fxcrm7u41Je005WG5FI6FivJH8Kn1r1TxHZ6nrJt/CGi2i\nyXF9crb20UYLNlyQTx1AGST+PavQf2n/ANjM/GL4XWmn+B9VFtq/h9NtpazRhYbtdojZXYEH7qvj\nr973rw8lWJx0J4uo9L6HRiuSjBQWj6n5W3XhK8ma7jEB8xnDRxlMAOMEj2AQg+mB616j8PPgd4su\no4L+eZbOFowWViTnHHbntXox/Zh8X+HfEKaB4i0o2glUvcvM24QwBVOAepLZIHTr7V6naeEjBaxW\n0cGDDGoUDsmOufUdK7c1z5YRKFLcMNhVKF3scr4K+Gr6E8c661MsqqQZLfIUgjpg11mm6DZ2Y8i9\nlkuBIPvTPkZ9u4rS0bw/IhzMSxHcnr7+1a0/heSaPeihQgBXvkmvjsRmlfEO82d0aSjsUtNa1jhW\n2WMAKCQpHSrdnc/YnSYR7VUgMuF5z3H0qaHRlicXCx5z8vIPXuK1ovDlqsRBIHmLliTkfSvOdfme\n7NHF22RWN7dFlaHsTz6jH3vpninq7/62Qs3zZZQetadpYQpbhmUqYVxKRzhO35daSTR5/wDWA7gW\nzgdCOgwe+cE/THrTp4iUH7jsQoW31M17iQTJEk7RopyiIMfnWxpGpC4dbK0j8tZFYOxJJznn8+1Z\nlzp0kUjvhmKnIGev0qvKL+3zJbTMpHzDJxhvUHvxkV6uGzfFYeWrujCdGEm9DvbfxKXuoZftCrCm\n4IAcF2PGPwGK0E8V3EFt5VuytMzZcdi3Zee2OT715sk07ur7yyzEjO7hHA7fXj86mj1nVcN5su1l\nxHNk5+THDAfkM17C4prJbGCwcLas9H0fxXeOPsbaoYi//ISvXIzszkQp6Y/M1sat8TbZdQSGARyG\nR1igtXj+YopypI65Ybyf9lAv3iBXl9lrs8Mgd4kfZtUjZuCjswHcn+9WsJZtUkLhwksiEQsDwPXJ\n65J53Z6gcV00+KFPeBMsFDoeh6F41t2SaMTLOI32ShUT5G/uhgea07bRbnU5ZNTuISi9ZwoLZHZg\nPbjNeS+Cru28PWE1nPLEkUFzvfKj5yw64x/Wu/8Ah34na70544L9lVnysm4sRg8cV9Hh6kKsLnnz\ng4aJEOq+DU8RWf2VSCJVcIgUhiFPJx17Zr5b+N3w28deDfEU0qaPc30MvFsbdCSQSBsIHTPv6V9u\naXALW7/tCGCOaSQEeaV6AnnHocZFWfEXhXw34o04ww2sNvflt0TgcMV52tzzng545AqcTl1KpL2i\n3IhWcJn5SeL9ethq8ltfW8tpe2ErRtCCVeIrjKNkhs85xX0L+xz8fdP8I+MtMluNRVsy+Tsc4Zww\n2k9BgYPvmvdfFX7HXwB/aAvpdd8f+Dki1lQEn1K0neCZ+uA+04cj3FZPg/8A4JLfDzwxcw65oPxI\n1cSRTrIhaGIKMZwDg5Y4zyc9Kzo4ecHeCOhV4yjqfSFj450GCdXuXRt8O6GQ5yo7KfXj+dMbXdK8\nVRzWFndlpDiQQOwXcR2B65/SvHdR8TWPwm1m+8P6i1zeX2mFUjs5YS0c6squrA4GMowOeecjtXMa\nv4h1HxjqRu7HTP7MVXIj8idkkAz69geue2cVGLznC4W6qPVDpYaVZ8yWh9A6ve2Utqb211YC4jIF\n1DMwVnXGCCD714N8RPD+qm8El9H9psraR2tpkJbYjcleOcZyeO2KnsdZ8QCfZeaxPcNsIYy/MzD/\nAHvX3xVowSraA21xIpPLB3yB+FeLi8/wOIwbhF6nXSwcqdROxg6bo5mQgpn5eVHTPtXfeBUmg3z3\nJHmEAHCY4HSszRdJ+0ffiAG7g+nocV0lgkED7zGd23DqOmPUGvzrEVE27HqqNou5Y8a6Hd39rbXO\nlXIt7ixl863YrlShXDIw7g5OK5y1sbm0mS4t8wk5ypYFU5zwOxzmuxjn+02xik5K8Y7H6e3vVOW0\niuoDZSRoMDo3+NcHI5blUpyjpIxVRhKXlEnmMvRm4Oe/FfLn/BVLxfo3h39mzU9Av7kxjX5oNMhb\nBIQtKjOc9ASkZUZ4JYCvq2S2miV4JNyHkwuecHsv4+tfEP8AwVl+Hnjj4j+CtG1nwUVdvCGste6x\np7oZVeCSLyvMMYHzojEbhwQrlh9017nDcKU86owqysk7tmOKqSVCXKrvoZP/AATw1bwzcxWvgrwj\nq4knn01lmuY4QhhfciN5ZHyksrOD3GGr9CrOzjto49PggWOOGPbEmSQiKMbRnnA6D2r8sf8AgkP4\nE8T6h47sdbu9US0gtZWubHTbWdTGBuBlmYAkkFVCqchTwM5Bz+pNpJ5kLTMjb43J68AYxt/Cvb41\nqR/tNUk9LficWXxtQcmtW/wI2s1WcwNgKfmjA4De31FCCOZvIO5iuQhI5z6VPc2wniVlkw4OYXAy\nAfeoHLSAuh+ZHX7rYww4Iz9c18VtI9NcrdkUprZQ5z8m7lgQevfFSQoZ1ewvUyeCTjp/dqydkj+Z\nEnAPeq08v2GOOQEZiJzu6lSeauWmxLUXuMt9Ja6doJG+Y8Z9COQ30psVq1s8kMqnIJ3D09/oc1ck\nkDRJdRtgquJMdx60+5t5Zo/twXIAHm45zx8p9x/jVSbkjGWjsYF9ZFm+VRsYZBxWRqGlwshOzBBy\nfYetdXewPNCzBcEcEHs3YVj3UZZTKY1BU4bnPPcUrPc2WuxwesaSpWRkiBDEbCDgP9CehrDvbE3D\n7Qm5lOHUjkgelegX+hi9juLdWxuIZOMqD9O31rnptOKyiG8tSrAfuz6kcn68c10U69h8kZHEal4f\nAZxbpznOecn2+lZzabPb/vSWU/Q4r0K40yKRmh2cjgYGOPUetZ99oqBFXkDHGT2rtp17tHNUTT0P\nNfFXh208QaHPoV+jPDImCoONvbjtn0z3xX5+/ELQj4J+IuuaPqOsSKbWeSPy5VO1IyMquTyd3qPw\nr9KdX8PSWrSySIcMAcDoTXyP+2p8BYpNdT4n28RaKRBbauFUt8//ACzkA44PKn0x3r7fhfHqninT\nctzzsZS9pT5luj4v8SziDxaNd0qVlguMuk8W0lQACwAbPcZPtXonhLx54e8T2LaTq2tSajEybdqQ\nqrD5T04BBHqM4rP8ceEfDaW8tsqx2iRLh3IIPPXH5/jXn/hb7NoXiKOSVrH7IkgSXzFKkKTgMGzw\nfrxgkV+kxlz0rnhyjaZ7x4H+Evwc8Y6FqGiaN43uYNSXaWnvrss8WO5C/eAyeQK+iv2ZfhPqXhTw\nhbW2u63BqNzarJDa30PzB4cgqSW5r5x1f4f+ENb8IL4r8OeGYItSgjV0ktr7yyykDKnDYdeAcE9z\nX1J+xj4t8TeN/h3FH40tbC2voZjEILG5SRREpAUkKzFTjk5618xxM8RTyxyp/M78DGEqvK9+h2ba\nYbR1CgYB5HTA9TT10FpJTII+GHIHIIrrpNGR0kjkj5XKlsYBwTgjIpkemlUC+XkYxn1r80lVkpHt\npXObs9CbSZPKVG8uQ5Xd29q29PspvKePcQvXirNxYNMDCzKQFyCT0b0qfTybe3FpMh8wcjdxurKr\nNtFK5z+rrBbxs3l5CnIG44FZupwf2naYOJJI13ID1b/Zrc1+BZbdgq5Nc4t01qcFiXU5UDrRTky2\nk9WZTrPA5SFm2ZynHaitW5srjUJftmnEqkgywIH3u+OelFa+0RnzxNW5smjuDGUJimcyW7q2DFJ/\ndPbb+vvU08F3qkWyQAMnBI9fX61NYrmCNrqQMdiqwBxz6/WtWz0+ATrOQM9MAdRWKlNP3jeXNLQw\ntD8GzvOk19AFiQ5VWHbOfy6D6CuusGXToxZWsQWOMllC8Aev16j8qswwpPb7nwMDj5egqlqsr29q\nZEJLIpJPqP8AOKVSo3LyM46Jpsv/AA58RPpnxh0nXbNDIdLdpZl7eW8boWJzwRn0PWvrSHxjoq+F\nX1eF/M09LdpfPERHkrt5Zt3OAAOnU4r4b8E+L9Z8F+LI/FWluGmXdHKgRSXiYqGALZAIwDnrjPrX\nstz8YbDxf4Ki8NeHNOksrNSz6jKzHdOB8ojxnkEgk+vFfc4TNMJgOHrJ+8unqcOJozq1kzG8S3V3\nr9/qGuajI8l1e3UkzrOOY4yxKRY7BVIrDt7aa2VQ8ZJJDfL3HcH2JrYvroS/6TMpHmxDc+fmLAYw\nffiodLntLwJplwxjmcZjGOo7c/TFfm7qVKk5zvuetCEacLRK0Vm4jS7WP92xwcnhT6H3rXt4YmjM\nauCAc4Xrj0qtcWslrNJYXQO2RQWAXg4/iHvUtnLFaXAaWTIA4b1HvWSqN6FcvNZobPGsUrwBMoxy\nuCeD/wDXq7p8a3CbFUAxjP1NSNpT3xEgLBVGTxjDdh71JpsaWsir8pO7nnPNTGUr2C/QreWFuyZo\nzh1ZZAOhXBB/Stq104xxKoiARQApznC44A/AAfhU8ulxzW+VjBJ6Z6Zo0XdHE1hKoLRuQQDk89/p\nW0J8/umctUUm0wIegLD7rH0qlLpTqjxsAcksgHqOSPyBrqJ7QkJcRwfd46dqrX+nswEqqAVIKgLn\nn3rSUnFkI5JtLy7W6xBPMwEz0V8ZGfqOPqKpTWBmT7RDEVJXYyt1255U/jXXz2UdxGwbOCMFO4yf\nlcH2OapX1uu8mONUbiOTjgNj730PX8aqNS49DmY4nhuB85JAAXJ4ZfQ/T2rY027jMTROCQQRnPUV\nVntMSSABQsMis27qFYEMPfnBpNFW+lj8q/j2Sxsd+08MmflYfUYP401NLqJpNGm+mpJ5l1IpLFgQ\nrOSCQOCRWz4ImaaOO48woglZH7BWHQY9Tnj2rKgKSIyIpUHBIPOTnmm6FfzaRqv2mVg8DbsxZxhj\n0bHcivo8hzOWGr8lR6HHXoKcbxWp7fo9vLcaeJ4nljdCB944OOScHtiqes+MNM06Mx3935MoICTK\nN0THOfvevB49q5fTdevJ1U6nqEsca4MkYYjav9c8Vq6j4Z8P+PtKks3hMj8CKeNipQ9Rx0Pevr62\nOrSjeB5XIlLUpfCv4g2+q/Fe/wBNsYvtFvNZx3M8nPykPsB645yB0r3yG+nXS2+yyCNxEdhjC5Ri\noHOQemSK+cP2e/AUHhL443tpqMrqLvwxMIYi4BlEdxGZGI6gqpUgDk7j6V7pbR6nf2SvpN8IYJyR\nK7RkHaF5wTyD1GevFenQnzYT2rVzKSXOlE8P+Mt/JqnxWvpI5CXWztlkdXYqHCZ2jJ6hSoP0rF0z\nRiVE0o3hAPNGPvr6fgf5Vpw2lz4hmm1y7dpLy6me4JYbSSx3AD0GTgDsGHpW3DZRTafHewru3KrI\nuMH3U/Q5H4V+L5li/bY6co7Nn1OHpulSS8iqvh2GxQXEcm8o393l4+obP+elWY9JhmUqNp8wfLj1\nrQtAokFupZg4PkI/c45jHsRkj0xio7aFdzW9tICjHMBx8wX39682bm9nobvmi1ZCWcRjgfcCGQAM\nSverzKVZZM7VK/Mvce49qgV4Y4/OZTno4I+XP1p4/exBUJJB7/y+lRB3MpWbuW9Pn8t/KchTEpdW\n7PF6D3HWrt0iSf6VEeVCtgdwf61krE0GGGSseSmTn5eSV/EECtLTnEmA6khxkAdgf8Ktmc431Kuo\nWqXtqzGEIVxt55z615X468EXdxrh1exViS4EzA4bcAcMD9CQfYkdzXscwihmOIA4bggHke5qhf6X\nF5izNHlcESnH3Qejf0/GqjVlTndaEwu/db0POfhF8E/DngCW48R6F4Z0uwuNTTZqL2VjHE0gDbgC\nVUHG7DY6Z7Y4r0GRnS5S5Rcg5Eo9CeRx6YpltELW48mZ9q52zKGJKg9G96bEhSd4DP8AKG2OxGDh\njhW/kfpSrV5V6ntJu7sapJR5Ui3FdI0hVCdr9ARgEjqBnueox2BqpLAItQkCRt5bAAsDxk/xCqc9\nhdSifTbi4cM0gePLHMZB42n+Ee3oa2rK2kaxaKch9yENxyCepHpz09KyU/aaBL3dSOyRg7IYiCOS\nWI/SoNQt45XyXBO7hSOSPSiOZoVMMozLbrsZj0Zex+vvVuW3hkj84yN2xuGAOOx71oL4ZXMnSw9j\nO9hKzSktuAb+JDxWjGSjtayHcCDsVj1FZN5cy/aGES5uLfaZQwxlD8rY9wc/Qq1XbeWOeFbmFtzI\n2WIHOPSiLktQqQbV0E8ao5ic4zxy3Gex+tZmoWxtJgGTg9QfXsfxrdvoorq3E65Ibhv/AGX8jk1n\napab7XEmGKEBj3PofpV3sZwk07GJJFJBMY5VIB6kdxWd4q8OmeJL+1fbJCylJCMgDoVIHQYwD7EH\nsa2LpZGiBZjujAViBjIrM1W0aS/SSG4ZPPhAxyVYg4II7/KcfTNZ7I1exjPb+fJuEDRseV3jBX1U\n+9C2cN2pwmQ3Kh+oPvWskSanZmVAQ24iZG4KuOck98+veqkqtE2X+XeMEf3TW3tP5RSipIxdQ0aN\n18tkO1sDJ68eledfEbwHZatpU1jqsJmt54jFMqrwVznIz3HXnvXs0mnpPHhccnjNYPiPw0ksLxGI\ntnlVC4wa9HC4yUZKxzSi+x+Sv7Vvwk8U/CvxPNpN/qRnS5VpdOlaHCy25bKkEcFh91lHQ88CvGpv\nhn4k1Szi1WTeokALiZMA85AA6np2weM54Of1O/aU/Z80T4reEbnwpqIe0uLf97pGpIqsbSUdwD1V\nsYYHqCTXxR48+FXig6rf2GvWjaabFjbXNiu1nj2r/rAfRjhlI6qw9a/YsjzpY7DqPVHhYvDck7rZ\nnkHg3TPHtlrcPg/xZ4guYLfyw8cUtzkSxZwFDgfMDjGe3evoz4X6zofwL8SeHPFPgKyjt7O61aO2\n1KNBvadpSFPzNwQozzjqRXI2Xw68KeN/Bcnh5/HP9n+IdPUN4du5Ytwubg4AhfbliJBhSR0AziuE\n0mT4gfES5tz4t1iy0uDQ7+WK8jjIiltpUJVleN9vlsCMEHocYr1q1OnjaE4PZ7nIm6UlK+q2P1W0\n+5s9e0K31nTJo7i2mQGOaI5Ur/j2PvS3Fmn2bCfeQ9+9eJfsRfGG113wPa+AdXvc3j2z31nAyNGf\nKklkYRBX5XaCh55IPy176tsTG0RAORlcDr/X8DzX4pmOFnl+JlSnprofTUZxrU1Lq0YbwltsgBUj\nqoH60ajAggjvYUKshy5HzZHsKuFlt5FkkQYcYPsfWnGIW4CKRtY9AOtcykn8Ral3MG+aGeHzjEDn\nqvoa5TXLLyZvPjTHOTjt9K6nU7dtNuzBJ/q3HFZmpWXmQ5HzYGSD3FWrRGctJDMXJhI2k8fOaKsy\n2UwkIjwBngYoqrMr3TrLDbd/K8YRmOd2OhNX9DuxqOnx3SoULrjy5ByjhiCPpgZ/Gs6CSZJkuI0B\nST5zkcIM9D71owF45ixJO4E4z606krGrtY2dPeRj5DRhgPQ8VFrdgrI0YViGGfYD0/WjTpDHJtY7\nsLyM9TWm6pPEJIWBP90DoKwlKVroy2kcvpHguGZ8zPIsZOdqryAcjjv3NdC+mppyJa2sRWJdu3nH\nTHp9BVmzgMM6iTAHTOKs3EbMoIBZyCTgZxjvWVavKaLTaM61JMTwgElZQyr14Y8nn8a3bHTraadL\n/bl412hsckA4z/Ksa3ja1lVjJnd8pbb3IP8AhWnoN+6rHayyna2EJK87sVjC0TV66lzX4on8tkQl\n1GVOecVkN5q3TGW3fyTtJ9F3HA/XNalxp91daoubthnAVSODhuarpp15d3L2t0FxIwCFF6qOR+vN\nctS3PoaU7LRl/wAPX9w1ki3RH3cByegPQn3NaMelxwXLOVIyNwwOM+1QWeiwvZSafLgKwJ6DkBgR\n+WRj0rXkjcwqSSFjIIb0A7fSo94ippJk9kxkjEQAO3g565pJ7FLWf7ZHj5f9aBxuHp/Kiyyku8dA\nRWjNZfaGLE8upbA71q5ONmhbElr5OoWwaAtsIyueoPpUctu6ho1QA7hnI68UugP5TG2AwUOSD6H/\nAPVVu5iYYlbJBI59K6bKcTKUbMwxbQwlomiAByVGeCO4J9u31qK70pd++3QGMrht/UqfX3rS1G0H\n31Q4yPzpy2wkhbaCSeRns3p+PWknbQuUUkcrf6LHa36AksuCqPt6qemahGg7bswtESynJJ/iycY+\ng6110unx3cJhjbJQ7k9x3B9QKS400SKshgLSKu+Pj74wBgfhWblZkqNzAi0ho4yQBsOT06GqV9p5\nEQlEDNk4APBP412EWmJLEZYsFSAQAOAff396i1XQY57LlW3gbht9f8a0hXly6PUSSiyl4Ok07X5P\n7J1S8eC5k2x210QMAHgZH94ngdhmqPiP4y3XwV8Svp3imSS2UoW2mPI2qQOduCex+U9SO1RTQz29\n3kI2UJO3JBb1APUE9M034leDtB+KHgK/l8Rm4utY0m5UaTcTyhwsEkWCo3ZOfMVsP/CvHevscrzG\neLp+zfxpHn16PK+fozMvv2mfAniDW7HxJpWtTHU9Nug8Um8eYhcFWz2Kspww7gjuAR7BYfG1/EOk\n3Gn+HtEu4H2NBDcTzqyeYRh5htJI+XlQ3r0r5U+FH/BMD9o/xPAvjaz8YaIrweXcP4eHmxXKRlsk\no7IIpAMbuu5jwOlfTHhjwZceDrV9Av7dRdRFHm/d7dxaNXDYycHBHHXgZrXNMyxuU5byUvtfqFCj\nRq1fdJo7dbYrLjIRQj5/u7QqkfUAE+5NXbZFaYwSFSkhJQ9P3mMspx0BHzf7xIpJLVTKWaINgfOA\nOd3rSKjISjEKeCD685498/rX5ndt8x7DS2Wxn7ZYpZLR3dxKuQCAGAzkMG6DHp14q+sjXKbxN+9B\nJQhQMMq7mAx2YHP+8SBVbWbJbyyeNlAUyhwobBLfxAj1qtAhhv0gSZ9vl/KFc7iAwO0bugUHcMcA\nnir5+ZcrKs3EvklW8zZ98kMrfLgjvjmpLWZI3BGSAMuc8j6VFIVij+RtoJ+YjjBP+NSwKzBY0kQO\ng3JuAIPqD6irjHlWpnJWLUaRqAiKDnIQZ4PHDfXgCn2jZZI03Aq2VA4Oe6/Q9fwqOJ1khEcURj+V\nXjDD5gAfuk+oPNG2aSQTIvz7u3XPoPfrV+ZBrPIl0nlyp8+PXjP4UjxCS38tjjaCPXIqvZXcTsrC\nIqrk/KOCD3q2xWKYuwAjYYYuM4PtUT0IklEx5rY+TJKpy0fBXHJTuB9OahkQFgY/ushUEngr0x+V\naGowLZEXMTF+3DYwD1qL7FBAV2qwjYZjYDIVv7p9upxWCtF6iViupeW3Fy8ZLj5HYcZUdG/H+lW7\nKbzCqHCsflkJP5ZqJits5knjZk5SRO5HY/8AAaii3W85jc7t2CXX/loOxFW42nzIp3uSX1uVuEvf\nLVjtw6j7pFNt5R5igylwx+Xd0Pv+FXbYiaFE+UhR82ec/WqUQNri0G4hSzQAjO8HqM+lat2Kj5lb\nUNOiknW4Od0asBIB8zI3VT6jv69fU1U0y5a0vGgkRtoOMAcEHpitl3+0WpllUlgAjAckqeOR3A61\nnTwXgn87T4Wk2LwSMgJ34/KlzApJaMms5pLMmFk/dEY3LjKg9/pU0vlpM0DngKA4xwVP3aiSdDEJ\n4vmAyoJXkqeuT+lWbzNzECcZ2hBkdB1A/DFbTkpq5nUs2YF/AkEzRvnqQR2IHT88n/vmqNwixK0E\njEiEl846rjaT+IrZ1PbMonUglCAw3enc+/JrLm2IyvIpEbDYcjKjPIH09qztzxNFqilPA0c7XVs2\nZPLCyRnjzV7Z/wARzUEqQ3UW5sqDw4I5U98VcC262g1AkblURSN1yVPp+XFVrjZcOJreINjBYZwH\nU9SB6j1pXtoVJWY2JXjURsp+uRxSXy+aQiuVJ5BYZA+tOHAyvKYyXbrTopY5cHf06mtKcuV3Mp6H\nE+LvDE2pQR3NsIwEDb4mT5iRzkY4x6g9q+df2nPgLdeONIm1fwr5UPiG1ge2ileI7LyEjJiY/wAL\njHysQcMAvQ4r6w1MiKUrtzGfvlTg8/xZ9RXNeM/CcWoWhmgBYnBMmSGVicAkDt3J9hX0GV4+rg6y\nqwf/AAxzVKfOmfjp4H8e678D/i/BqNzasJtG1UM8lydrKVOGVwehCkhlHf5gemPcv2nfBmgeM7KH\n9pr4aaeurx69AqeKbO4thPJDdLxFdbVGHDLhTnn5QxyfmrN/4KZfAS88EeLh8YtKskn0vWLxbXWo\nhHg2l0FwkoP8Ifke5BryL9mj9on4g/DHxAvhxPEE8/h64IFzpUsQkUu2VQx45UjJBZcYBw3y5r9g\noSeLwixeHfTU+flBU6vJJb7HQeBfiHq+j+KdK8SWuq3P+i6gs8rAMZ72YN8g5X5VyFCjOFVG4Ocj\n9AfgJ8c/+E+8EaXe+Mbm3sNauECKhcAXbbfvKOdp7nJOTmvk/wCN3w5074K+LI/GGiaSy+HtYLRi\nyhbK2NwwLOqA8eW64KqvTa2PlIqZfjPHqXgyy0OLwre22pxFdVgvLNkkFoin5rhdpCOi4cPA3zEY\nOOK8rHYHCcRYaNSK1/L1NqU5YKo09mfd1wiXMAkUgg8cdM1VSNli8ouTIhzGT6DqK5r9n/WpPEHw\nu0+81HVkvZgjJc3McpdJJPvB0LEnaQQQO2cdq6y9hCbWjb5wMLgV+WVafsK8qW9m0ezCXMr9zLvr\nQajb/ZzCd6qSrA9Bj3rnnby99q+d6nHPQj2rqNQRYiJ8FR03Bc7f9kn36VheINMeZBfWmC6nOxOM\nj0/+tTj7yNKfZmLKm6Qnb3op7bpGLxyEAngbaKu7NLI09IkkaMiQ7u3D1bjlD7xG6OF4DqeQ3901\nQiVYbgAyAE8D3qeFRFcyzSyqC0xZowOCuBzUSdkaJ8puabOkiB1Yseh7fjWxaHaQizBjmsOzliG1\nVwAB17VraczzA5blfu5GM/Ss1qrEPYnXMUxby8hG+b/61XcfaY1eEhtw4z2qPZHcRx5Yg78EH0qa\n2xHCYthBVyMdx6N9PesJNqQJlGVFjTJGCGyQasW0mJWhwNs+Chz3xTL+OWQtu6gEMe+ak0qCFIPK\nu87GA+duGib+Fh7YrnnD3jfRmjbK11GZQSJ4hheM5WrNo/nP5kq483CuR2ccD6VEbaeG6MzbRJEF\nzt5BHqParTWUkUbXka/uZiSRjheeSKb22GtHcuQzBiIw/wAw5bjtWlGqFhGH+bbkc9axYXxmRsHb\ngPj5cr2OPStvToGnjALcqM/h6UlyuNgYWsTQysiLtZTnHrWrDsuYlJbBHeqN0krwiaBsbRk7e/rU\n+lXJwAMfNyUNRCN5ais0Pkt0tb8XseAudrkHqDWxEI5YDGmccY4rOubaRrYoeN3TC9jU+hh5Y2tb\npyDD0Oc5HYn0HatoRUZWbInHmiSRWgctGRwRj6VBFF5EjLIDjOBxWilruDyhjuYcHPGfWo7q2Jj8\n4EbsjOO+OOlOaXMyKa5tylqJu7B4Z7SDzQsw+UtjapB3N+VSy2MSQI0WD5RMkDY++DyB9Oatxxve\nRK643KCN23OPw70+DT/9C+yOQXVC8ZDYyvcAfXtWc1b4TS1kU0hiSV4YHyh+eP3FWrG3YHyliyev\nPaktVhuLTYgHmW8p27PQdV9ielWkWJhFcwniZQ0WG7kZGD/FxWMdxGP4k8OQ3CedbKkZYbkJHQ1i\naTY6u8d8dM0yO4aG0TzFluViVWdh5TMx6KrLkjvkDvXcTrFdWe2SEKcEPu6DnGR+NcTNe6JpuoXc\nmvxyjT7hts80ecxsBhGb/ZBwxzxwD2r28mlJYuMr2Oaq06bi9j374AXMl/4fjOq6sv8AaejXchsd\nSliWJWMhbOY1+6oAIwe2COtcLq+p2viDxBe+J1YSG8v5HDrwGjB2IR3xsUY79aj0T4hWOpaTLp/h\n68vPMvLVTdFkQxQ4U75gychyqgAHsp96q3EFtakMJlSNn2SKB0kGQQPrg/jmu/irHU60adCL27E4\nOCjWlNq19kTXEyHgJncMgge5qsxQjaF2uOVP86sRqk6rEznkHaVGMEevvUMkKsEK8MVyD6etfFSi\nuh6DsRl0kVsFHBXBBHIk/h/TNZctihmNpk/K4kgk3nIH8B/A8Y9BV6UGKZZxzuUiRRwQPQmop0lk\nUBcGSAq6EcZXHAB74FV9kcXowtLqLU7dwHIkY7TGR9wj71TxxM6tcSAHY6h8fT5aqy2kkGLyzx85\nxJjnOKuwhLi3FzbH5W+WVR1rZbBJXRNGyRqSpC45yemPSnYV03JIdueRnhfYVBeRtC5eOQEOnI6g\nA8VahMaBASCCoAwOmKUXdGVnew62fYCpjdlbgFRja3Y1d3GUMC3J+ViR1I71R+zq7I0kYPlS7oyx\n4UlSpOMjPBq3G6CNZwAMBQ4AxnjHTJxjA/Oi1wbbVhZIVukNqGzIPu59O9VkV3tptMTbu2sEz/dI\nyv47lrRMODvjBLBsghc1QvYDBKl58ylSRkZJOTzkVk0lIz0TsU1ujcWqXGzeTgOvTB7/AK0LG7x+\nWm9o9p8tc9VzyvtzmprgqC64+WQbgV7VVWyZNPS8huTt3AyBjhgwY9qTlKUS3ytblrTr0QsUuELE\nOzL8uCwxyfqOuKl1O3jeFZbeUCSKQFGPRs9B/Ks/7b9ogS8jXdIp3bg+Mr2cDuc9aihv2SYysgY5\n52yZRgepA7Gr5raDcWaNmiRSNDJuBUfMidGzwxz6biD9KltZJocwzTLtU5TYMKPf684/GqNtO08p\nMMzLlQYpMZJHf8MZFXEdbuD53KSK2EK8gr3GPritY2irGU4yi7lK6tjYXjR4RYZWJUDkKepXP606\nFo54vspCp75xz1X9QKvT2sWpWklssoEiuJV7Abep/pWXG4iuG89sLuKyhuCD60LuLmThYrvE3nOJ\nFyo5HbHY/qDVO6s2ysMcYVS+UOfbJyPrmr2oLuP2qJyzYOV9WPY/gBTrkreQmVFBbbuUjAx+NXG8\nCrygjFubd/LuI4znz0DICMZkXn+QNZlwktvCt/pMymNxv8qUcA46Iex9c10TgzI0UyEFwTGT2YdR\nn1rCnX7IrxSCQwh94XjkMeSPxyPrWbiuYqM09GQW06zbTBFsbew8sn7jd1pdpSUlgQw/h9KbGkTK\nL6xZWhYhHZTwoH3WJPfPWpUUuhSQ5YsAx+vQ0O99C6lugrG3njJjXAxh+KoqwhZrSZCAxJR/9mpv\nP2P5fm5APABqKZUu8sm4Mrelb0JWu2Yct1oeMftP/B7Q/id4C1fwDr422msafJbSXGzcYmbmObHc\nxuFcDuVC9GNfkL4j8KXvww8eDwdrlvcaJrVnqZW8mvcqFII+ZHxzG20FT/EpB71+5PinTl1TTnaR\nMuAC+WIyBxg8H14r5X/aM/Y1+FHx11NtY8TWE9trMUQgtdWspdsqIgO1XRyVdMnocHsDzX6FwvxD\nSy+DoVvgZ5eNwzq2cdzh/wBmjxfpP7V/7Ptx4e8bJb6lq2ky/ZddSI+YHG9zbzp3ztBUsPugD1qD\nR/2KfDGjeJba/wBK8ceJrYQKYktkuoXUxuclQWQkjkgnrXrP7D37F3h79mrw9rt+fFE+p33iAxx3\nW+0W3ihjQkqERSTnJO4gkYIr1TU/D1vFcC5EaqQSsgA5IPP5V5uOzr6vjaqwE/3bZvQw6q017Vap\nGb8OvBfh74f+DbTwX4es1t7K0gYRK7MSdx3biWAJ5B61tPObhS8pIOT071Rur2WJkiMgLQRttiK/\n8ssjdx69Dj/ZP96kuLk2x+0RuhjI3ZLEgg85z79a+elOUqnPLc6uS1klsTLAbRZLdrh9jTbh5j52\nseoqnLb+U7YIHPBPSrL3H2gMFIbJ5yf5VEw+0xF24ZRwd3QDvWkGZzujmbvSrqO4ZLWQxJnhFPAo\nrYJhlO+aL5u+RRXRyD55lDy1a3WQIfMUZAx371agBeaURsuWKgFum0jk5qDT5WZHEpJKnBB71Lb7\n0lWJk4Zto46g+tYzTkdOrLluwikAABB4POa2LJzEQQM54IHb3/Ssi3tysIk2hcybHB4we2PbpzWl\np7fKEzl84IPHNYhZNG5ZLvUxswOQSpx0NTyRQnY8inDDa2D0PY1UspWMRXo+QOK0ERJoSBEcE4+j\netRPa4tmKtnAbb7O5BkI+Q47+9VVtJFiZZUBI4IJ5zn1q5bAXAWUIHaM4DA8n3q61lFKFO7aXGf/\nANdZt8seZFKVtR2lxyS2Hzrl0PfqVPb8K19Ogi+zPFcfMY8bD22n2rFt2Nvdk4UhjtkyxGB7VsWU\nnlzCOWPcuQoOeCvY/wAqFZ2SB3tcgkthbXKSRxYUfdU84J+9n2Izj61c0yM28o/ekquNjZ4YN/h0\npJkFxcfZJG2ZwI27D3pbYnBcx4I3PjGQg6MvuD1Fc017OWhpe8DUjtgYgPKyG6+2ahRGWQxSFgUO\nUxgDH+NS2N2JIygU8jAwePyp1xA+3zAmWT7vv9a0fNuhmlAouLPdsOFI5Azwe+B2/lVQz/YNUgu7\nZwVPVlOVZenXvQIp7i1k0+N2VZRhnRsEqeCue1Pg0NLXSYtJdVBhiAjZcgBR0H+etRzOVTUmLSbT\nNmFeiNJu4J3eo6/1qeKITW2wMFLdDjpVLR5vtFgdw/eQYDgdSP61pKmADEc45rqlH2kTCTcTOaOS\n1nDk4UsRtHc1JKsscqyQoodZVkjcnIDY4z6j1q3d2ZnJmVSq9D6gjp/MfmPWobcNcoIihLjd5QXu\nO6/jXLDmi+U0jJON0OcqqSS28So/PmISMq/vTYVilsDcRbhsnmTYegVZGZQPoDj/AID9KmnjM8Yk\ns9qzj5UZukq9lf39D61H4atL+DSLx7q1YzPetKIj2G5cY9cgZP1NFOm72GrONzO193s7VgpLbQN3\nPTgj9cE/hXORWtxJnyoip4OT3U85wfwNdjqunx3UxskwUckpk9VyFU/Tgfmah0rw6WlYSlsIcZ29\nhXVRbcbMy82W/Clv9msiWJUkjaFGdo45+gxkD/ZHrU43y7rKQhUZcJkZweMH8Ome+M96laBoFDW+\n7JwoCjopPX6jGce1RzW025doCnPyheQdvAwfpwfpXNUhdSRcHZPUo2cw85hJtDpKAyE9OOf6VbFt\nGkSTHGNu0jH3ahvLTZIt06Ah8pOqjo3Yg9+o/KprR2XFjKcrjgk557/1rDlsW3G2hG9rMEaPbkD5\nMNjH1qnNatEBEJCjRnGexrbEbOMkDoRkdMDvVC4t45UYPnBYEHHOKi15WEm1Ih01opYWHz8qW5xw\n2Pu4/oKZY7UuJIJMgE9eoHP6/hSQXFxDIpLkOSSSwACSjksfY9KjKXiSNIgxGRvRD/yyP90evHGf\nTmk4yT0Nkm3oXBBOZHt54hkfOCDk7fTj061NblmGxCvTk47emfWokn84x3SgkIgZSTjPOMH/AAq1\nHFHEPPjUkHJJXgAk9CP896vXqZybbFQhSNi9P4WOc1Im+NWgdsjbhSO5NJEsRI3My54Yhcn8Ke0Z\nQKzEEA4BJ5FN+RL8ia2lS5DKXOUwDnjPpTZXVHa2kBOOFyP85p2n75btGCABlbl+hBGAMeowau29\nvbHDPEZHUhF3ckHHb0PeiNNT0RlOUYmIbOSWDLxmNY5cq4GCyntg9hTNU0lbQM1u8jx4+cb+B/tf\nj7Vo3hmhlaIYZByjE5LqDyMeooWNLktDjh3xtDfyHp/9aqcEtxqempzzLJBORaJGxcsSvowHJHt6\nCmWVs0lxHN5kZ3BjLGFOcY7e9Wb2zk0+eOMKdycRv6AdG+vtWPd6xdafdC4uFLRJIDiKPDAZ5Y1C\nUep0Rbkavh94oVaBiS0LAcgggHkfp/MetalxGnmlSfLXG5D7dz+eB+NYKXMjSJq0AeNSx+0RN8zK\nB91gf4x/Lgfw1vJm8hiljXcRzsHoQevoKp26GFVNAwID3Cxja3LDI+8Byv5YOenvVHWLL7EgniUN\nE8YDvnofX17/AKVoRMY18opuyGGW4GfUUGKGaFrW5UkMNoVv4SRjP4davmfLYzV0YTKVtyjOBldh\nPoSfvfhj9aZa3X7/AMsj902ceoPp+HSlaFoJDbXcJWRDt+bjevTcPwFF5ZyQqPnycD64HTFTKV3q\naOUZLUhv0hSIOV2nblP9nGeuPXBrNvYlMq3Riykg6P8AdG84x9Acmr1483l73jBbHAzxn/IH5mqS\nMslo1lLKdyZKsf40Y8D2IbPHpzVuPu3LirLQy7e3kst0sUChGU70jPAGOQM+xpgdg+8kGPZlSeNw\n9MHnI/8A1VJLqYhtbpIlRiFJQPz1Veo6nr0qpFdTSZg1GOGKQY2vGfkc9m5+6R6UveS0KvJx1Jbq\nMOnnrIrN1JH8XsPSmw7Sdu44Pf3qMSbMhoyC33gDkj3xQZPKIJbjPJ9azcWmYziokF5b4bkkqTgk\nmsDVfC9vLdN56LyMrtOMGumnZrqAqhTdnnNUJWHnC1eMsmDhxwQfpXVRqzW5k0l0Mk2K2cCqF2N/\nEQep9qpa1EJ7R32/dxnnmty4RjAsbKCy8HPJA9aypYhDKYigKnPXjOa6mlbUpOz5UczqduElWREy\n8a5znqh9fX6VVtIhFcPAn3ZFJVVPJA64z/KtTUIzDINq7tmSuOc57H2rInlEczSrHhHB2y94mHt6\nGsuV7FhahbdxbEcg/K2e1OLMXDLlimRgdDVeWdnAkK7WUkMpHQgU6GfcgaNNzHoOmT6fWuiLsyZK\nzEuLWaWUyIpwf9sUUrXAz8lwVHpmiui3mYchm264mErYG7uFq3II8DlvXI6iqds4Z1RsjH3f89qn\nQuQcsTk+uCPxqJprQ6tmWUvpYomXYXMuMDvn6Vo6bcSxyoQhBbG7cRkH3rNhdk+UKdwPysBz+dW9\nONlqkxhabBB2zY65+vpjPNZcjb1He+puwTxiZWgO7cf1FaEJlm4ZCuMgcccn/wCtWFMHtZ3s4o2a\naFhJDgY3x+3vkVtaTfrf2qyQ5Ck8jf8AMpPUEUnH3dyXdu5dsGaG53nbjGFzxgeh+pJrTeOOWMMA\nA/8Ad6/hWZFBGZyJPnBGQT1z2/Kr2mSuilHPzhjg/XmsZO0rhvuPubaNyWzjJ4x3PrViwkSe3Mfm\nESW/D57Ifp3pkZLRsCoJBO3Jplu8llMJY03E/fB7/X1FZQfJK7NdWrM0NfEjrHe28gVYwDIRxxmr\nUkBuI47xQpU4JYMck+/bFNtoor2Ce1lYMkkWU3c9qg8NSXEYfSJWyADgNxsI6j34xWVWLcrjtZGj\npjSxMUDrgDI961diDa85yXH6etYzlolYRhSyEEjPUZ5H4cmtfTZopYm85ixCgj2X0/lSU5uInJpX\nFgwJTAFAGfXrWxGyvZbgwBXJAxnIrJmKElxGVKN19V7Vc0qXD7ixIJwcHqD2rWnDm0kTNOSuxY3k\nstUF15IKthWY8Ag9T+FbdqsVrM0SMAoGUOeCvasm6iyTA7EgKduR0FT6dOZ4RGSWltwN2TjKdFOf\nr8v4Z9q2pN7PYma5opmi5BmIcEJKDggdPcf5/hFZ08LW0v7w7TkNuQ8Ljow/rWnJFuhSXHGMkA9P\naq0y/aFMhRWRAA67uq+n48U5Q5X7pNP3VYcscc37+UlI3OSo/hPartuxSf7PIhkk8olGB4dcZyO+\neMj1HI4qpbKkbeU8WY2OHVhkHPH5VOqmIm2QvkljFIW+Zh6k47dRj+XFOO5V2V7iI3NrBOUJYhhI\nMf8ALTdkMPTOMEVa0t1KrdRREDOGz9M/qCD+NNtbZ4LF7SdmYMSQ3cHtj8afZNLJFs2EblBYA/xc\nhuMdmyPpj0o+F6C3LU0LTj5WC5HJHbvWfL51wDCNu5M4GeQK0LR1KeU6ng4JPXn2qvPayW1wXjjB\nJbDseOvQgd6m0VK5KSRDEBLGbd4sMy4YqePrVZhNFJ+8QEoMYHWrzRBCZRzjIz93I9QPfOMe1Muo\ng4jutuNxCyFTkgY6n+VY1aX2olKydySOM/ehUlZEBwXIwe/HaoLi3ZJmKrw33R/SrNgUe32uTuz1\nznHtmpzGlwMnAA6c5wa55ag52Zg3VpHu2up2uoDk+gPX61SktLpb5ogDv5JRiQAWGAD/ALwHH61v\nXVuXQ5jwc5/+tVK+iDQMwY7kIVyTjK+pPtSaZvCZV0qac2ivNbFGiLKykjAHQZ9quwuoMlmIRmXD\nAg8hh2x7gk/hUEEZYsZYwVbgFeh7j8xzUkMbSSrJE+xy+FbplsfKD6DGRn1IqldrUclrdk8c/luY\n2Y4cYzjkDvirW3zLcugJKgbQR1x0JqErkpPHkJICVyeQRwykex705HZSYwzD3B/pTSSMydD5qBwT\nuRw445B7j6cCriTGRWvom/dS581VHKYP3x7jBHr+YrMWdYZgFDAjg5PWrFjdCC4aCaUokxAVyOFb\nsfcdOPUA9qpOUZpmc49SzqVg7QvImNyDCBTnIyDkfXvWauVuHlMRCs+UKDkkdQP89hWmz3KKC8aj\nyyR6goOpJ7Y5PQ1Tv4SIZJYn3CRQY2RsgggkEfkPzq6sJLUztYp6sEkgLOc7TuC454OKw9RtUlIa\nOPc5iOwKc7x3FbzSveKVkQNKCVJHZgcjjvkgCsW7TyX8qMmEqW8vAyUY9c+g5NYVEjopTUVoRaFN\nuElvIoUI5VQ5wSOQye4ABII4PArQ025W3uGs1kdwF3qS3DKT0564xWRczpKsOvQIQ9qxjaPqCiks\ny49ACW9SQB3q7Z3sWo2iT2kiuQAwaMHAPOOuCDyeOaiUbWYTu09DZvIVkXzFXCkDocEN9KdHLuiV\nVb7ikyA/xHt+OKgt52u4Q3Jc8PuPOfeiFyJHGzGxgWycnGMcDv8AStI2+JnPcTV7VrmzFwil2h5Y\nD0PvVG3kF3CIwgDIfkBHJXHT61otObSdAxbAbBI7g+3cf57Vjayp0i6S5t2+S4QtFtYEhv7p9M9a\n05EveBaalO9Q2qtES3Q4bt9PrWTNI42rgjYTg+uRxn6Gui1SKOe0zuIUnuOjVzepebDI6BcgAgH1\nPrRKd4nRTasZ96JllWfhS0i7lZfVsAcfUVFNLNfK0i2qyQRZSVc7TuHdc9SKlvZp/PCrCX3SIHUj\nqdw79qjhulsJWxCc5bMcwyo5+8MdxWcJ31LbsiLzWMqhz0XKuRw6njHsR6GlvFdj5gHyIMKfQUwC\n2nkFxBKSHwGRuFJz976+/ccU555QQrIm5Tjg8N9PWrnLlkY1Je8RwuBEZQcHHQ+nrUF58xW4BwQf\nnPamXkssNxhP3ecfe5OT14pUnTaYY24PUdefrRCb5jJrmIzI4+dCGB+9k4/A5qrfxnBjSUlOoUry\nD3p10yQZEhG1mBAZMgYPXGfwpJTHIjZdjuOQe4HpiuyLU46krmWxi3sLSwF22BlGCe+awZ4UExRx\nlSMOvbjjNb2qQsH+0oW5bLjZ1/HNY+phUBmQck8jpmmo66mlNp7mJch4JPKldnMfCuOrr6n3HWoH\nuvKkGW+QnHGR+P1qW/meVFn2tviJ4AxvXv8ATvVK4YO4BkHlsuckdPateVF3bNFXiZQcjpRWSl61\nmvkTHcw75/8ArUVXvE8qNGCNF2gLuLHnPXPrVlbGUZmlBCHjBHOfrSLbZxMjFH7ZGQ47/SrsagRj\nzH2g8fLyB9a3qJGbqNbli0ECTGFBkMu3JrHvLo+HtSjaG1DJI53yq/IH064960xuEa4DK45BUjkU\nsmh2muKJpcGYKR5rHBA+vbkCsZ8zdrG0Z2RZizrtjBcpxMmTbyAkFSOq/Q+9ammKbSZZPMxvALhe\ngOOaztKsLnS7MW8zmW4aMO8iLkAZOAD6+tadoVeDEh5yN3GDWbS3E2rG3bCKWASKRvBGQWpXm27J\nhwPM25qPT5irEqDtbGSByPeppo9su2UE7juwR14rKdNtcxKl71i5ZyrJtlXkHse9WtiGQEsQGU9e\n1VLGNUjCRup+XpnBFW5EUxkBuRjj0rCcefRGqkm7FjTrjG3LkGJskADlT2qLWrWWxvYtWSTEUjAy\neuR/j3+lMtpfLu0kbaFKbGGecDp+PvVuZZtRsJ7BjnGGVmPQVW8LF3XMTZhCpeL92Xn6jHP5DNWN\nNlFtMRKRgMCf90g1m+H7szW50q4TbNExDBux/wAD6VcHmJ84JbYcSKOOD3+nT86xi7Mp2asbW7bI\nuHBXHzZGODUlkGErRByCrZ49O1QadIt1By+4bfl4x+FWADDKlzEpAchXYjgfU10K6nczbVuU0WkM\n8YOBuBHam22bW9SQ58sEpJg9UP8AUHmiDCz+XufaxwDjH5UrW8aXRWUn75OSev8A9an/AISVezRr\n2shETQ4XJA438U+K3iRmEkfDHkdiKzdNvxHbBJ5ArRPtGcZZWOFIHf5vlzWuA80SSlWIwRhV5yOM\nkdvpXTaLiYStHcpnyYJChlACqSp54Ht61OyPNH5SoBLDgxlT8rA9Ae4B702WKN4VnZsGPr7j1pI5\nDGyzqcBgBJtHJX1qeVJGpZjQT24mhOdy5UdyPf35H61FmVZjNaTbWEoZhjqpxuH54P1Jp9tsW7kt\nkQgHEsaseFU9s9+v6Chx9n2zSEBVYCRQ3BUkZz9Dg/QGptcC7NG0TeaVCucEDPPQH+tPuIPtsRJT\nCgYHHTPpTbOLzo2QoHaNtowvBIIU4HvwB7kVPaMGAiXCr3x0PJ5H4YI9iKfIZyk0ZkUb8wsBvQgp\nkcke3vng/Vake2GJFnwEkBRyoyD3DAVZvoZYZlljUfKcrkZI/wDrdD9QKdGvmIJPm+YMzYjIwoPI\n46YOMezH+7Q4NLUak1uYwifS70wM/wDqyOFHVT0YZ7VprHLJtw2AR94Dqabq1tM8S3JiJngGJCwC\n7lPA/LI/75NJZzBoI28xflIwAc5WueVOzuVO0oaCSwF2/dkksOM9M/4VVmgWKTznVSrLkg9weB+O\nQfwrUAWS33xuFG0beOQTUciRXluyjAySVULzkdR/h6c1iqcrhCWhgTIy3TKIiTjMaIccA5J/Bcj6\nVNCY3OTGNkmMljjHTjHsefw96XUQREs0Tjejkug7r049R6N3IxTFj8zLs/XDRNnGB16+xA4rKa5G\nkbOWiLkMKXClZJBnPB7lsDOfb/CmSBfL86NmP8PTvUsThIhlUR92DgcA4Ax+QA/CmXeDMsMYCh1y\noIPJHB57delbSS0M5O0iSaIOvnyuTxtVR6+v61DcWztGzxyMSuNvSpYPnyikBsbApPU+wP1pwMiQ\nsxcgDhjgDaw61hdkc8h6akt3EZsESwoDdKW524yWHbB9OtRW00F5ZJcW21oWUPbtHyBleAB64PQ1\nXtJnstR3MzFAwLR5BBJ4H1q2sEemjy4EVdm6Vdq4BXOSceuT0rrp1FL3RuK6mfdD7JenAYrIMMTw\nB8pPaql3GLiNbq5jOVALYP5gevGOtaV/aC4tspKCY15IOMnGP5VSjO8+X97ccKmOASMflxWNSKTl\nccLNsxp5WtrGcCJtygPJgf7WC36Gs3RYlsWuJtPu5ZEJEkkTqcxjO0upJ5UHJI67Rx0rZliNtO0c\n4JhZGWQ9flIxg1zGtxXPhjxHHqaxOLeGNFkbjDn7jrjPQ4YkehrA6VLmVjqtIvyZfNeYsj8FwMBS\nPX3P8sVoTyO5N1EfmU/KO/8AvH3rCs3EdxNYHLMrqCCckbhuUk/xDBA/CtRLoDK+YN3IYEc/WtoK\n7sc9SKUh8sjyxK0bHzYuQjfxJ3H4ckfWobm2t9U0s28cWcuADxuB/hJz7YzSidoDhgnm4IiLZwRj\nkZ9TmoJ3ijvo4vmVGgLp23HOCpJ7g5Ga6VZrkIe1itbXJWN7K4Cl1TGGJxn1FUL4EYjMYbuM9/rV\n3VI4ozFqEY2lBsueM7M9D75zVa+nSRP3ZAdOQcZxXM4cq5WVFtszxp0VuW3MDuJK5qvFpklzEkU8\nhWVJDujHAKeoHcVKztOVlkmGF5HzYz/jVW4cWcsYS5bzFBCOW5IPUE9/apjFJmju1YZquqWVpLNp\n95Z7UwAsmPug9+Kyr+4/s6QRIpdWx5LJyCuDnn8vetLxFEbu3j1aMM0iKEm75B4GB+PPtWAGaONt\nNmmAhZgYSWxsY9/p2x71qoRsKCi4kr3sclqchyd3BIyc+xqhFeqGKSy7WyTk/Lj61M5e0doprcRA\nMFfA+63bnvVa/wBzSF3TJDYIbnOB1/Gpfuv4SJ/FsTzO1wvmxsRsGWU88eo/z2qtDdOzbZSCfbqR\n2xTbWdFt/O253riRS3OPYelVbhxHI0wV8L82c4O30FdFFXTZDi2ya/KzIV8sNkYByc/X6VhX8ZRd\nmQ2DgD6VseYsoLqW3rzweq+gqjqcCzoZFi245+XjIrqfwomOhzepRLbJvRD7Anr7fj0rOdIWhdZH\n2oxzGewx1B9617qJpY/L3EkEY3DJBrJvYufs8mNmeOM4pw1NLooSy+U5R4XYjuDRTH1FoGMUqIxH\nQ89KK15JFcrN/SGimjcRqy8gBDJkAjrycmrwdYyTIvHbnj8ao6X5OAyKcO5wrHrVmaMLIrwxBY2O\n1hnp9K6p8r2OXaVmW45WAIymWGMgc1Ppt4sExG4BGHCMOPfn8qqKUOAh5HZup+lI3zKCvJHSuV3u\nawtY2fOlEhG8DauYwOn4+1Ptbq5OpyoyIYJYVNu6E5VhwwOffpWcJXuLYSxMfNA2BT3Hep4ZJzCk\nkzAMuBk+g7fhWUo66miOktHkU5iG1lA+Un9a1EZZYgwIL4ypPP1rnrG6Yyq/3OcE44ArX0+4+Xac\nDkhSo96TbcTOWmxPZyFWCPIqqeRgc/Sr0EzyEnd1Pp2rPEJWVdrdHz9anjmKuV9TzWHKlJmsXbUv\n3UEcUhYIFXsG9aktpnSRZ5Tnja/P5VFayLMnlmQEg5GKWHygzI6Z3kch+AfWos2XBkl9ayQaobu0\nG4yhZEUtwSBg5PoTWhbX8U8CXKpgHiRO4buD7DtVdh59mjrw9vxJjjCk8/4/WpJYYjcm9gkysiD7\nQoP8I6N9ff0zS5EVzF/TpgpKRvtIOVPrV3zWePITCvwRnp74rLjaOEBeHYHIKnGfce1aFtJFO6yi\nY7WGMbs81aTsJ6lvTJZY42t55ADGQYs8lgeP6GtTeJ4g5BLKeCOtY/mRxTqwy23C7+w7/wBav297\nHHJuKLtfhmK8A9qpU+ZWJbEuLe2uS8EyFoJkKSnOCMkEYI5G0gHjvXR6SsqRLbX100sjDBljXBcn\n+I4wMnrx61gzRSqDA6Dhz8wFaOkkNA0BdVeIjq/Vf7x9xW9NdDnqWaNAqUn8sMCQMbD0PtmqtxE0\nMpVG3RFsc8EjGQfbI/UVckVJ0+02sbEbidjckYps8IvYhKVwQM8Dk85/nzS9mOEr7Fe1uJLkL5cq\ntJEeHDZAHdSD1JHA9CammuLS5WQPJtO1lZTwYztPXsT2/GoGglgkE6nkMcknjAHQ+/p71ZEdnqEY\njvLZX2fMNy8+wJ6nr3ojTsypMsWM4na3uI5AHlQHYOPmAGRn1PGPQ4NWbgJayrKxQBjg4PA3HJx7\nDOfYYHaqzsscS3EIRBDIp2k8BchSSPYEfhmr7Qx3sLr5O5oQyq0nfqc/qM/Q1dNXgzNuwSNDPGu0\nxkBiD94gjAOPXPJqjp3mxX0sF5sEYbfA74JZRgMp47MwGO4ZfQ1ftgIceWwVlQF8nkjaTge/X8al\nvIkjk+1wNglgUDZOSARk+4yR+NXayuxOWhQ+zNbsvmBQCCCp+Yup759eQD7k+lVYVTT74wYyhGAX\nGMo3Ix7gYFa7ZdXeKMbh02jg+/05/INVPXdPN3ZLPHIhmh+dA2clT94D3B4qKtG6uVGVnYijKQyL\naJ91mwr47A9fxqQ4tbppADj7yqOmeh/maghlkdYzsyETC/NwRViS38y38xWAGcNjghe9c8VdGjdj\nmfFt/Ho07xQIpIjBPOAFzw30HXHSktLpIrU7mCYO9OA2V4OPoc5/CpPFGg/bdRe+nTfZTWDW08UC\nEygq3BTPTcvT3qSOxs3tmsYpXaa3XymyQGfAXaRjnGMj6g1nKkmzZOKVixEfPgMkbDY2DkDG0jnJ\n/AE/QHvUrfvbQxorI45AJGSQeVz9CM47g1V0wTEyafKMhyDGR2b0+oqaG4McqyfdG7aw7KwG0H64\nH6VMlqZvcZuQNvZwPcP19PpzmrEpilEc5U/OcSgDcARxnPviq92kEYNrwqMcqw4APeorXMzm3R8B\nh8oU8E9c/WsXStLmJtrcS8EYt1kEjbk+YDGCM1NbXIu4BGx5EgYMDgk46c/yo8mGWLIIHOzJbAFU\n5DHFO1vKqoPvhj821hxz6A9aqlKPNoW5KWiNEvG7bPLVgzAdCOc8H8KzLuFomDSFlQsdwUfdbsfx\nrS3GSNpFICMfmA7fSq1ztlhzHMVDNjeTyGHQn+VbzipK5lBOM7lG/gScAvIOF+ZFzgjvz9KoXWl2\nWpQGG645Yl2GdoYEH69a00mSRJRLAVIyGHYHHQenFVrrdaSAJP8AxHaCckdMf5964pw5XY1UnFaH\nPI93pl9E91CqqFW1lYE4MXSNhnnIbg5/vDPStqKdWYXe0NvARxxgj+FvbIIb/gVUfFsMtzape29k\nJvMYJdIzYyjAqzZ/EfTr2qKzM1vMLOeUl3jUhjxvXkBvqcEn3JHarpblzcatn1L15cFn3JJvIABB\n6HHf2NEbC63Fvmz8ys3UN6Z689agt5YnUxyoN4PGTxikW5a3m+zvgOXDRIvQnHX61vKWhkWJD56N\nZTSnKAM+ADvU/wAOBjkc1lGQ20strITlDhXYY3KejD36Vb1a7NvMtyRuj3DcT0B71Fr9stzai6hb\nc0edhVeVU84qZ03Upk9CC+iiRihK5U5BxjK1zviaOSOLEA75Qk9DWnbXX2mLbJO0jKAqkjJK/wCF\nV9Tt0miZiSxAyiev0rGUGkmVrBmfp+qBpRHMOGG1+eCuOf0zVW/s7e2nk0mVwwiJ2yEZ3xkblP4g\njPoc1WVTbXLKqsQGyg9T6VNNcLfWHncG4suDg5LREksPqpOR6c1rGSmrFN3d0UX82aI210uZYwMc\nk7ozzj3I6etRsyNmOU/cXcgzyR6GpJ7hrjy5VcpINzRBeMexP+0OTWfqEiyqNThJVSwyF6q46qKu\nMJNhq3crTXf9n3Plj5geM+2ae8/nxmMvndgg+vHSoL0xzxbkBVgOdwGB7Cqttdsp8onaQDw3UVrC\nCTJaaJfOa3uhHt+U7mjOTwT1Hv8AjSyyQnEaHhU+6ezY4H0qrdtuYOZsDsc9DUSXCMXMn3oiA6no\nBjt7eo9a3UGtUYSUolHV4ZLWQyBR97OASaoXZS5h3oM4PTHX2rbmigljxJkOvyEdQyj+L6n1rCmD\nWszqCSjNxk9D6VpyvccZ9zGuVVpiXJz/ALlFWJ4PNlL7Rz7UVd6nY09oW9Puzs3qOHOee3+FawWN\n4FZI+eoPasC1cSQPCV3Kxwi7s8ela2mI5i8nYQAvyhTnA9K7X8BiWVEc6Nbyqx3DPyHBH41ZsyqI\nkMmcoSOetV2RQ7Eueo69+KVJcncgO0jOD0yK4KpcdiaOV4pQxkwMfnzVuS92BXQxqzHo3UjviqM7\nMbYzFBweQOtJIRcxwuHK4nUhl6qMGsTSOxtWtxiULyEfvW9pUsbRbfMLEd65jSp45VCibLDOHB4I\nPT862dOuPIKsrcHAJJ6fhRcJbG8PNNuJEOdvLfSiOeQrulO8p932B5FQWtzuwHIAbv0BpTiGUs4D\nKvMgPcVlNaiUruxqROryFsDHtVi337XEY4rMs5WdGikU5DDvyKvWdw8RZizDPIz39jUNOxRpQvkt\nGikCZdpY9AaSwM0cfzNuKEof9odM/lUQLyAJENq4LBccbu/41OJYpGE8kYzMQrEdiOOaIq6LTsh8\nAeEPbdPK5hGeqelamlmMSBQm5WwwA/hNZF7FJaxreQht0MvOCACv8QOfarNrI658lW2NhozkcqTn\nnHpWiVog2uU3nRXXdICcHAK9hTo2YN8iZH9496q2t15tsqLGFO0kgHJPJ5/lUtqNjsjNgfxEnnPo\nfSnbS5BpWc8TxM9xtMkYwrHPA96lh1GCG5WYyDYyhDx61j/b7iCR5Pl2l9pUnjPpWpBbrNbCXcAG\n4ZMZIrZbAdBAw2COWQYkIxUi/u18td4ABzjp1rL0e9nls/KkUMUIBK8sD7D0raRPtkMcvks75+6O\nrD2rrVOTRg/ddguLYsrSwpuG7Y6Y+43c/TFMFtIWC27bJQMZI4I9/arMEqGFo5g4V1KsGyRjHIz6\n4x+lRyQGKQRXMvCIBG4YjK9snpxwPxpRhqC0ZUNrqElwLVkRIiynzkPGQeRz1zWkikzCIRMwIOBu\nyNx/i/LNOjikklMTjDqAVwcjA5B+tO8i6eBkjOSMFCOee4+natFTl0E3rYPMS2BS3K4UfKwGdw9f\nr1qzF5F7blYpN6sA6sO56Efnmq10Li6jlgguDbY2s8kcYYxocq2B6qR+TGp9JiTT0itYAoKKVK5G\nMjg4x2q3Sio+YrrYakN0oe1U4G1iuPXIx+H3f196nt4jHc/alcHbkYIz8v8AF+tPnt5X/fsmAB1D\nfxen0qNyGh2RjOOGUcHP8X5rn8VFT7JsTeqMLU7SHR9ZUwFTbXAJgPmZ+X+L/wAexVmEkK0BxhuV\n28mreoaZ/a+kPaCJllT5oB5ZBJHJI/u5xjHfpWTYytNCPMciWMgYJ4I9D71xVKVpamsWmE1k6OY4\no+F5LElWz25rPuY5JZQCxR87FlVcEd+T3HFdJ9minhFxAi7gpGACSeOcVlXdqJrc7U3A5+bPJx2+\nn/1qycUilO5jw3V0bhmuU2yBvkz3PrUuoSQTzxySZ2yNiaRv+WYPylh9Mg/hSTwmQM8ls6tgHepO\n4Z7/AF6YqK4ljsmignUkmZWVcFlccrgEdznLfQVlKKb1NNLFuJnuLRnMWZopCTC3UMvyso9uMj61\nBtYXO6NztkXcrNgYB5x+HSmJcPD5V3GrAyqGCsxwZFG1WOe5T9c1HepCPPso2IiljElurjGxfTPc\nDpUyjZBtp3LEjEv9o27lY4diOAfpTJdzxbyocpyD0yO1VVuke1aKfIbgENyuR3HqOB+R/vVPbS70\nMIK5ibAyd2Qe59BXLVjaJMlZEumX7PDIrhBuYEIOcGp55ihaEqU3EAxMvB96wUeS0nMaAsB0z0J7\nVq216LqwW5EbD5tknOQPfJ5A963h7O1hVIqL5kUb0XCzB43BCMAV9QDk1Xup/PhDsgBQnb6gHt71\nNcgxSLHKMMSWJHQk8bR6jFVGkVdwAG5MmNj0AHUA+vNVU2HujPhu1eQKqllcsEU/xNjgH681Sf7V\nagW3nFpICZLJi2N8Z5MZ91OT+HvUl3lQZbcgIx3KA3QHjB/GoZJZJgmcKyOCDtwc46ZrJo6dkSR3\nEbMl5ZklMAHLZIHp+BJH4VbuYkvdsr9AuMjj6Vz9jqUNtqTaZcQsq3ErID1/e4yMfXt9DWrHdSxR\nCNmyApw38J57GnFrmM5rqW4oWdGhnP31wflz070lhOEk+zSSrgqd3PQdqrPK8jmRV68FB3FR3LRR\nj7WyjAXa7HoU7sfcdBW6TTMZW2KWpO2m6ju3DaZSR2+bqR9MUy7nhlDSK2N/IOOlX7+1GuWk1tNG\nFm3BQx6jjcj49cEg/Q1zi3s0EsthcDDJjquMen51hUhyy5gi7r0KWt2aT8yL8j/Kx/p7VRgvBYyp\nJHGVSMbRHjgDpz69a09V3zKzqcnJL8ZyxHJ/KsS4YQXhdzkOo3DaR0GP61ld8xXNfQbdn7CxlVSV\nByCD0qvdXKmI36uphlGy4RP4Qf4iPUVPdkTWotwcOi4B6YXNYKa19j1F7TUYCIwQofHUH1rpvfUC\n3IhtblonVShPDDkMMcH/AD6VSvwltOs0X3G96tXG+cCJPmG0tBzyF/uj6dfxrNluY2t3Vk3jrgck\n+9a2YXRIsolhKCPcB0YnpVZrkWsiziVsj5HA5yDVabVDZK6PGZTE+ZVU8qD0yOpxTmaGaMvCQGcB\ng6dyP89K0p7GcveRZn82LasBJjPyuvoR71nauiOjPjG4bsr0GKS3vVWM2rEpziNW4x7e1BkZ1ljk\nB25GcDp/tV1R2Mo7Gf8A2ls+XzBx7UVWuIrm3maJGOAeN2M0VHsxcotvOUKSq6Ej72DxjvWvZTpH\nOPl+U42nJ5B61z1jcRyRK68gBSc46Gta1nVYRuzhW3Z9vauyoUbbbZW3NyV9BjB96iRssyqcBRkD\n1NRWlyHiDLuLFs89MVKxVWDR5yOVyODWVWkNScWT2589DFPyDwvPWhJRbQNFgkI2cd/aoGMYdWRs\nhhn8adcBZAgLEA5Bwev1rlnCCjoaxd2aaCVnH3fLU7Y9owRjoT7EEVo2l4pxuHf5x6Nn/JrCspzL\nJEN3ViCM/wAWBir1tMYboB1IJ4dT2I4rGLaZbd1ZnS2t2xVUIKlTjJ6GtLMT7XkQns4/vViWkwIE\nrSDIHH1rSgnLsFJGCoJ+uK0lCNroxeki1bv5UoZjz0b396tpOU5GceuKoBwrEdc8c1La3Kg7uuGw\nAR1/+t71HJY0vI2PMXBCN6FffmnWwDSNG77Qen9TxVGCcrMUZ8FDwR3FWLXGMgElcnIOM89KShdj\nNO3AuImVnGCpDKR14xmo9EXzYmsC3zxu2DkcqKVrw2+28WMMv3ZAO3uPUUzRJ1e9dMqpYkrkZJPp\nntxW0ItXKi2my7a3EUF2lxgeaiuItwJyDjcD26Dj3rWadWRpbY7lz0PUjtWHqkISd2iicMw3LnjB\n6MB78Dii2mnsLtIT0IBzITk56Y9aIx5lqW4qaudFDa+aolmwSPuj+8vr9auadIYJSiPhTx8y52mq\nVo80q4eRSyk7kC9AKuwROsreWwIDZJbgAfWtYwtsYNuLsjRso/JuYriFtity6RnORxnr9DXQWeZJ\nj50h2tgFAMZP8OP61lWMNw0BjZRliCF2/d+hrV0+HFv5VxJkoMK7jBUHvjviuyhF/D0MJhe+VbXE\ndrHkoWyjImD34z9APzrWt7aXUVENqyiUcx+ZyA2Pun8CfxpkNrDfKzS8SRkBl6Ac+v6/SrNhatO+\nyScgk7N0CkHBOckepIz9GPpXVCi7syvZkBs3KRxoBHOgJjViMsM4YfX0p9pCZ4EeCUskoU+YFIBB\n5CgHkEDrmtqKwLSC6ZHEpjLuiKAQV4YHPUbSTke5pbq0P2maMxoHyHUIpxhieuOnO6uhUFylKVzJ\nt7SGFxG0rHLM0IVsZXOGQ+56082jxKbeMyS52jcjchc4XnseOfpWhJprsGUSbDEfMRo1wGJxlcnv\n0qV9PmktCkCOOflQYBOdwYnscZyKydC7CzKKQpJ8s0nByD3+bsfeqq26rOYpQckg8cZ/GtKPS5Y/\nlEm9ePunAQdP6ZptxEAQGJG4gBnGf8iodGxPMjPaJVkILFMN/B0Bz056j3rD1uyGka0L+FFFvP8A\nMQvIVj/D9R1/GuhuBgJDtO7OwjHKgdDjuD3Paq2o6VLfae+nLEPm3GFgflVv73uO1c1aknG5UJ+8\nZ2n3ggIj80kEkjI4zjpS6jbCOQPGAyOuTgdCeoqlp0pVmsbiJlkQsMjuQcf1H4GtMus9vHGXCttI\nYZ5z6H0rhlTbRq7p3Odu4BvK2xKE5ZWOeg6g/wBBWaJYEjMs8pjTbkSEcpzgt9PUdRnOMVu3kbrC\n0KHaEYH5+gYHg5rD1HNvObkBGhyTIHGVyfvZHYE4z6jI71hOmoxuawkNu4rhbOWdUBZG8xVVhhsA\nfN+IOfSke8hFoZYwC0Lbo/lJzHjn8M1Wu7i4twy26l0kBj8vZlkyCRj/AGRzj0GBVaxu3gjhuImA\nKxBxuORKpHSoSXLdl8qbuPKv53m7gMKCTkYOfSgXjWzB48Lk4BPOD3z7VFMy+d9mjGI1kLxqRzg9\nvwqOHa8zxAkLnB45Hviuepaxdk3YnufLTdFsfB6ev41Np9+rSGBm2xvyOfusOx+tUtzSRbg5LDnh\ns1Qd/Kly0hAznj1rPkfPzIXKnqjf1ASTSOfNyU6Akduaz9SjD7LpQcpggL3yDn8Kkg1NLqDyixJ4\nUMQBg5/l71Wkcx3ZgkIKuwAOegA5P16cVpJe7oYQvBtIoXpkeJ0WdXG75SBj8Kprcxlt0q4KDY7A\n8gH2q9fRKEIk5ZiBkjkDPGR2rMvTsdi4CrjDsPXtj1NZLU6YSclqZWs2l5e3VxYIFjlLo1rMHK52\n5Ib2IJIPqGGM1PputyTwtI3FxExNxCWyQy8Mo+vX8av3drFPYLBIpI2FWYDkNn5Tn25rn4pZINdn\nXhZfJJZ+MShWGWGfcgH059KyVpMalGasdIbqCSFVhy2RuQ+vqPwp8dzG4y7kxlMY4wFJrGtZBEPK\nAIB+aEtnI7kH0p51WUXMMH2dzHKzB5FYbYm2/Jx1IJzk9q66bXKc8oK5etHNlc/YjIdoAeMseWjO\nPlJ9V4B/3qx/FtpBIE1aBQGJYEq3BI7n6Vfe4a5gKtIN6xsd23BwDuA/QVGk1teRyWdzGXGSCvGe\nmTW3xKxOzumYUk4njFyowxHzoexrP1LypPmXhgAQNvXH/wCuluVfTLtrR5tySkmM9h7ZqGeeWZQp\nkHHy49P84rn5XazNE1uio12VG9lI5wx9BWddrFJN86k/aDsBYZG7sPY4zVm/njgyWkCozbWJB49K\nhML3MQEm5E3ZBxzx3xRTXQlSVuZMzTqElsV0qRGmjbmNw21lIPQn045rL8X6teaXLHdJZo6Ebp41\nPVe5B9j26+1dBP5Kxv5a8kYOR09TWTc28Mzrb3QBXduUuN2Djgj047V0qTWglJc2pmTzR6vFFfNI\nqTxcRzBfmC4yVI/iXHQ9aetwbKQosZAC5Xaf8aVNGg0qORILhpEdiI1YZaMEYwfbOearzyKu+J3G\nF5LMdwA9fpVQTW5Ts9yfUVZ4/tESYw5JwegxUIvPMhyifOBzz1FEFzgMJNp3N0zVC6eWzug0YJVz\niuunsYF0yRy4lhKhWGQGPNFZryS7yY4VZc/KXXnFFVp3J5pdjL8NXy7XhlI3Zx9R61uRzMIxtKsO\noyeMepri9PvHtr1JCRtPBOe3Q10lvJuCMpXIXjsMV3Sj7txy6G7p120M0gabKsOB6fStCCWNpDG5\nwV+7n0x/+quchuHOCx+Unn0H41pw3QmVGMYyoOTnrWM4y5AaasXI5wIgjgkgHBHepY5w0IOcFuxq\ngtzGgw+0bSN3vTre6kWUpvVxklT7HtXG4O2pvBe5qaNpOsZO6Q7VIKAjq3ercV/DPcu0bcuAWX0w\nMVjedkLgYyc/Q1atJowWSNgrSDCnH8X/ANespQUTXlVjpNPuPNOyRuMZI9G9K1LK6zuXK5I+8W4r\nk7e7nhbO7cyvgg8f/rrRh1CTfkSYz06cmtEotXRDjI6iKZZGLF88cYq1bXYJ3k4BUjB64rJsr0Tx\nlXOBtyGA6n0xViSQfaSsq7RtGOe2OtQ4NCTubMciFg6vjgE57g1KLohd8L5KnnHf6Vl2sp+8wzgA\nAZqT7SY32RMABwQe9SM3rC4hH+jSsTGUIA7j0zUt3H/Zrpe2xDLwGB4IPrWPFdCNhK8hG0gDA65r\nauXe/wBKZBN823HT7o9feto8zQ5OUUakMem6npkZQMW3Avhs44OT9eR+VVY9NW1it2ivH86FSjhz\nkuQ27j6jpWZol62mTnzXPlSsVb/ZGBg4/OuggjFzIIiwDAKY2I+82flP0I49q0jTuhWcdmali0u4\nyRJ5asmxMkc7iMfzA/GtIvFHKN8WFJKPF3BA5J7c1naMIHuIbqb5lLMhQjGAM4BPqCTz9PStgxLK\n7XLIGByzNnqcYxj+tdSp2VjKT0NLT3jcPsUhU5yx6gfStXT7sR3SXGAYyQsyuCQVI5wOo/EVkWLp\nBbNExAfeVjdeTgd63dL09iy3HmDbLGpD7stL0z24PI/X0rspUm2Zylc19JdIbgRXMQCkL5b5B3jo\nu7HQkHBrZ0+ymW6Msa/Pg4DttBXIBPTqAePbNVvDmnovlQ+SJJN2QFTcDgghjz6/ljPPSussdMF6\nsJuI2BLDGAcht2dhJA4Kg849+2D6tOj0OaTaGQaRKQLm6jZpIMOzvFuxHjDYB64UBjjrgDvTZ9DD\nqY4LdtyiVYnBwHG0Mqgnrtcbc9xz3rtfDGhC+zNJbgwMrmeJ2JUwc8v34GBhecBj1AFWv+ESvptQ\nTzbhGlZI/wB+Bkllw2ccDGCW467T/eGN3hpWvYjnseZ3OntbSvD5RIjUCVcghRtRnceuGJXHX0FW\nJ9MdVE9nG0kUqF3WVBjIxlSM4Zhnp1GD1rvrnwNBGHujA0PBOWAIiYgFyePmIA46dQfas/VdKWaN\nbWztAZEPmqgf5gUwCpOMNIYyGJC8hScVH1dxlaRUZXOGudL/AHai2iaR5EXymRxkh1425xuBUEZ9\nQaqPboUAhUMHUBXwSXLDJ47EknjtXUara29lp5miDlU3lHA2rtY7hjPICtx2PUYGayPEGlCwgklS\n4VAXWWNofu7cdAeSO3asZUY31HuzDnRILlZTh8HImUHp7+tUbmRIpAiAMmw7V2jAUcrwT3Y4x71o\nXaeZbF0JA/gwKz78SSw+Ug5JBDnqDjtXPKjT5StHE5rxhBDp99Fq8bIVldfOwcHewPIPoTuxnupJ\nxuqBbgO6Tpc/IwIXBzlvf9a1NRtYb+znsp5SFn+Xs21wMDHAxg8/ia5HTb27t7i40m/VVntSFdCw\nG4gHaw44yM5ryMRD2ex0xvKNuxs3dwAgl2kgAA+oY8A47isvUEWWJm24V2wZABww4DAemO1TC7aV\nTCxIYcPkYx7g5qnc3BhQwlwSHI3txxjOSO9cM0nuCbTM97hoF+yeYQM4RU7kc8E8kHPOarJLFdux\nWYKApAG3oBwFPpjpxRqMn71kZ0DRksPUjAJI+npWVcXUzrJPZkBgAOT8rjHBHoemfeuSpHlOmN7F\nxromGKfGXVWVkzkqVOMHP1qvdMVk2RSkhzlmHUGqVs0yzyC66TSiQuGyEwOQeO9OF6Ht3hkfLxvy\no/u9mz+VYyi2XZrYvpq67hclAMEh1B61FebWdjv2q44Pbn1rHhvjby/PcZVhhg64JHZvx9P1qdb1\nbiARZ+ZSQwI61HLd2FZxehYtdRmtrgDd85wDyMfWr9zN5pOHU5ZRz1B9a5u6eQPh8bTweORVyz1Q\nzwMGZfNjGAAn3wCMfTFXDsyJ6aosT3jsHEn3mLbjycsOOMdqos7TjeHJ2nDowwDx96nX0iQt5kLb\nupdfXPP9aomaKN5Wy2CVbGe+P5VM1y+8iYz0Br9432PIN4bAIJwy9c4/Gqt6+25FyiI5O7Y7D7hP\nVh+I6Hiq+tXBI+0xEKUUk8cHnke3GKqx6izI0L4ZDxGc8/Q1hCHu2NIxsvdJft8TO1ujugdy9vub\nODnoTUp1hiC0o2hQROhH3f8Aarnb+R7WYpLymcAZxj3HtTze3JIIlLSRjIPZ1HYj1/nWi9z3mKUU\nkdCL85ERJ3gHAB602e6MbNeRsF3Plj/d4rHi1YXNsksOwFeFz1+h9Kmj1FVhOQCwPzLnv7etdVOa\nsZSTTJdeii1KyxGwEqcx46LngVz51C4Ljyo8sCFcf3SOua1XuhbHO5mXB25UDC+p5/D2rMlMNrco\noJUO+crwWyDwTTlSjPUSfQka1t4z/pIaZh8yqCF57bT1zkgU2WUzWgmLSEsT80uCQO3PfgiqscyR\nsivK5BB535yPXp/nim/bYmVoSAfmO9TkEn+nU1UKSizKzi9ClcT7mdSAD05PU1k6nKJUJDbXXBAN\nX9XVonV4VBidvmXOCPf3rIvpljTaCq4OMvxn0we5q+WK1NI+8rkdzeSywmRWKuvDjPUehrL1OaaR\n4Z4p9vkn94h+68Z5K/XmpLu5eCTeoIBOGB7is65RBcNdQSkoRh0J6fjWqVyeVllryGTJTjjhqSeZ\nZrfDKSBwMEZrMkufLYqko2Z+Tjr9fSoZdSyzBTjjC4HetIxd+ULO9ixFqIt1MRZuCe9FZs8sRkO8\nHP0orT2TEV/EuiS+FPFOpeFp2DPp928RZTwQrEA/XitLQL8uArDBDYyeeKKK9GrFXkjKi3KlG5o+\nYEwNpAzgkHrV6wuTLCuwnvmiiuSSsjWOqdy67qCSYwflJOahMhjAHQj5gR/KiiuRm9PYsxFHKkjq\ncn61LbuHumtNgGELoR2O4D+tFFB0R2NGFDJGkwXOVBGT0NXbFkKfMxPYZ7UUUCkbdrHMwMLEbSeg\n9DWnsKxKC2AQAT1OPSiih/CzlHBmikxGfvEjB9jVzahbcG5Kkk49s0UVhLVmidx6FlY/LuwrE5PU\n4Fa2iTP5otpJGIz83PXiiiuijsaVNhplWOeUTpkb8r3+XsP0Na2m3nkuI5GLKy/Ix6gY+79M8565\nooralsR9g6DTJowVaZci5kdD7sFzn2zW6iGZMRjbJE4XrwcdvpRRXRF6GEkrGzp2jxmwN2xbJZNu\nzHGeT1+ldN4etpby2FguD84DqTng9QCfU7/0oor1cMlFaGbWh3Gg6K0byRNbRlVyfLznHzcAE9hk\nH8K7q18L2srRESGN3VSmUUsHXd5bAgdcDBB4wT3xRRXr4eKZzS3Oz8KeHka+Y28aFfPjK9gitj5f\nU8gNn1VfVs7um+E7jVtMtrmZl/dzpbosZw2S7FQM8ABcL9EUdM0UV6VJJyOaUna5Fq/hi3t4Xe2t\n2lhikAK+bgmJCVAOep2KQT3wvvXPar4K1o3P2uSzhhuLa3J4kDZdX2SAHt8oXDdeo6GiisMQlzlx\nbRy/ijR4YFm1W2hjeKSYSXCuMnDNs3nPUheeOciuU8R6fEIkurNz5blmiYfKwGc5x0JI9aKK8yvp\nJnRH4kc1PavDGQXxFIiurD1JPy49OP1rG1KOSC88lSFIdhh+T1x24oorjn/DKkZd4FLLIWAdlGUC\n/LnPLfXFcZ48sXgkg8VRKDuJhuAMZZWOA3PcY/WiivKxesDam2ykbk5W63/OXKMFGAB7VDqjq1i8\n7k5MJPHbr/hRRXmPVm0UnIzrl23+WrfMAGQn1wAfzAFZd8hj33CDKAZGT0bdg8eg7UUVzVvgibx6\nFe21KWWMLMC5iY4fAGR9KjuL8C6jbyh8+Uc56iiiudJMuyKOoRiG4WVVAjZguDyfb9cUWt5IkoZe\nCCd/vRRWctag5pbDLxmXGZPvZ7dKq2lzPbX6sXIZPuqOh+tFFNuxLScWabDMBdTyOpPfNU5XVSXd\n85UFeOv1oorWSTgc/Uz7oM6SF+euB6g+v5VkXQaCcrE2ATn86KKxSRtAq3SC6hYt96MYV++B/D9K\nis3E2nGVScqAXJ67s4GPYDFFFH2i5bFdiYXM6cBwJGXs0Z6H2PtU7XXmHrkADBI5x6UUVpBdDKeq\nJnzdRMixqAQTnuoxwBVSeeSSMwpKweNR83tkD+tFFdUPhMShdeYrSwkEg5/d7vucdjVZ7hY28tye\nCqoDzgkE/j+NFFaAMlRZojJKx3RscEdj7fpWBqtusnmRyHcd45P8P0ooqOpmm+czrmTeCjoOBisp\n5vJkKBzgNtPuKKKqLZpbRGNNdrNLNBGuAGUkH0Izn61D9sKxhmYtkmiiu6MVcqSVhWmWQ7to/M0U\nUVZif//Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageColorJitter()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Resize\n",
    "Resize the roi(region of interest) according to scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageResize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n1QjYyqLlZ//Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageResize(300, 300)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### AspectScale\n",
    "Resize the image, keep the aspect ratio. scale according to the short edge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageAspectScale\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n/wBzEjac9zmiiuuMUkZ1VZn/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageAspectScale(200, max_size = 3000)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### RandomAspectScale\n",
    "Resize the image by randomly choosing a scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageRandomAspectScale\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nttDcdK6Iws7mdRWVz//Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageRandomAspectScale([100, 300], max_size = 3000)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### ChannelNormalize\n",
    "Image channel normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageChannelNormalize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\naEDPuZlA7ikDEcmiiqQ2BcE5/qaKKKa2Ef/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageChannelNormalize(20.0, 30.0, 40.0, 2.0, 3.0, 4.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### PixelNormalize\n",
    "Pixel level normalizer, data(Pixel) = data(Pixel) - mean(Pixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PixelNormalize takes nearly one and a half minutes. Please wait a moment.\n",
      "creating: createImagePixelNormalize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 51.8 s, sys: 10.6 s, total: 1min 2s\n",
      "Wall time: 1min 13s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "print(\"PixelNormalize takes nearly one and a half minutes. Please wait a moment.\")\n",
    "means = [2.0] * 3 * 500 * 375\n",
    "transformer = ImagePixelNormalize(means)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### CenterCrop\n",
    "Crop a `cropWidth` x `cropHeight` patch from center of image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageCenterCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nRUcEK6FwWWTbgggcqwJPY9KKKKzlpJg4I//Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageCenterCrop(200, 200)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### RandomCrop\n",
    "Random crop a `cropWidth` x `cropHeight` patch from an image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageRandomCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nBGN2Dg+hYqQPQj1ooormqRSmzSDfKf/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageRandomCrop(200, 200)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### FixedCrop\n",
    "Crop a fixed area of image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageFixedCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\ns1CK6HfGbkrs/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageFixedCrop(0.0, 0.0, 200.0, 200.0, False)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Filler\n",
    "Fill part of image with certain pixel value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageFiller\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nVZyn/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageFiller(0.0, 0.0, 0.5, 0.5, 255)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Expand\n",
    "Expand image, fill the blank part with the meanR, meanG, meanB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageExpand\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageExpand(means_r=123, means_g=117, means_b=104,\n",
    "                        max_expand_ratio=2.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### HFlip\n",
    "Flip the image horizontally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageHFlip\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\nz4q+E28Ux3yRJ9raFFJ5wFU5Pv8ANRRRXYkrHz9SrPnZ/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageHFlip()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
